Wei Liu

51 papers B 2C 1Journal 38Unranked 10
YearRankTypeTitle / Venue / Authors
2026 J jnl
IEEE Trans. Green Commun. Netw.
Weihua Liu, Aolin Li, Wei Liu, Qiuwen Zhang, Xueyan Chen
2026 J jnl
IEEE Commun. Mag.
Huiting Yang, Wei Liu, Zan Li, Zhu Han, Tony Q. S. Quek
2026 J jnl
IEEE Trans. Mob. Comput.
Huiting Yang, Feng Wang, Wei Liu, Wenqiang Pu, Haibo Zhou, Tony Q. S. Quek
2025 J jnl
IEEE Trans. Commun.
Wei Liu, Pengxiang Chen, Lin Hou, Muhammad Fasih Uddin Butt, Wei Xiang
2025 J jnl
IEEE Trans. Commun.
Linge Tian, Wei Liu, Yanlin Geng, Youlong Wu, Baoming Bai, Fei Richard Yu
2024 J jnl
IEEE Trans. Commun.
Linge Tian, Wei Liu, Yanlin Geng, Jiandong Li, Tony Q. S. Quek
2023 J jnl
Comput. Networks
Mingwu Yao, Jiamu Liu, Jing Du, Dongqi Yan, Yanxi Zhang, Wei Liu, Anthony Man-Cho So
2023 J jnl
IEEE Trans. Wirel. Commun.
Huiting Yang, Wei Liu, Xiangfeng Wang, Jiandong Li
2023 J jnl
IEEE J. Sel. Areas Commun.
Wei Liu, Huiting Yang, Jiandong Li
2023 J jnl
IEEE Trans. Veh. Technol.
Wei Liu, Yajie Ding, Chuan Li, Lajos Hanzo
2023 J jnl
IEEE J. Sel. Areas Commun.
Huiting Yang, Wei Liu, Jiandong Li, Tony Q. S. Quek
2022 J jnl
IEEE Trans. Veh. Technol.
Wei Liu, Guangzheng Wu
2022 J jnl
IEEE Trans. Veh. Technol.
Wei Liu, Ke Liu, Linge Tian, Chunhui Zhang, Yang Yang
2022 J jnl
IEEE Trans. Veh. Technol.
Wei Liu, Lin Zhu, Huiting Yang, Hongyan Li, Jiandong Li, Anthony Man-Cho So
2022 J jnl
IEEE Trans. Wirel. Commun.
Huiting Yang, Wei Liu, Hongyan Li, Jiandong Li
2021 C conf
ICCC
Zhenfeng Gao, Wei Liu, Long Suo, Jiandong Li, Yijun Lu
2021 J jnl
IEEE Trans. Veh. Technol.
Wei Liu, Lingbing Li, Libin Jiao, Haifeng Dai, Gan Zheng
2021 J jnl
IEEE Syst. J.
Aziz Altaf Khuwaja, Yongxu Zhu, Gan Zheng, Yunfei Chen, Wei Liu
2020 J jnl
IEEE Access
Wei Liu, Chunyu Zhang
2020 J jnl
IEEE Access
Wei Liu, Linge Tian, Jia-Xing Sun
2019 conf
SimuTools
Yuxing Chen, Wei Liu, Haojie Zhao, Shuling Cao, Shasha Fu, Dingde Jiang
2019 J jnl
IEEE Trans. Commun.
Wei Liu, Ruoyu Sun, Zhi-Quan Luo
2019 conf
SimuTools
Shulin Cao, Wei Liu
2019 conf
SimuTools
Pengyu Huang, Haojie Zhao, Wei Liu, Dingde Jiang
2019 J jnl
IEEE Trans. Wirel. Commun.
Wei Liu, Qian Shi, Jiandong Li
2019 J jnl
IEEE Access
Wei Liu, Dan Chen, Jiandong Li, Yinghong Ma
2018 J jnl
IEEE Access
Yifei Xu, Jiandong Li, Wei Liu, Xiaoya Li, Jia Liu, Xuefei Peng
2018 J jnl
IEEE Trans. Veh. Technol.
Wei Liu, Yu Han, Jiandong Li, Yinghong Ma
2018 J jnl
IEEE Access
Wei Liu, Shuyang Xue, Jiandong Li, Lajos Hanzo
2017 J jnl
IEEE Trans. Commun.
Wei Liu, Jing Cai, Jiandong Li, Min Sheng
2016 J jnl
IEEE J. Sel. Areas Commun.
Xiao-Ya Li, Jiandong Li, Wei Liu, Yan Zhang, HengSheng Shan
2016 J jnl
IEEE Trans. Veh. Technol.
Wei Liu, Jia-Xing Sun, Jiandong Li, Yinghong Ma
2015 J jnl
IEEE Trans. Veh. Technol.
Wei Liu, Chuan Li, Jiandong Li
2015 J jnl
CoRR
Wei Liu, Ruoyu Sun, Zhi-Quan Luo, Jiandong Li
2015 J jnl
IEEE Trans. Commun.
Wei Liu, Jiandong Li
2014 J jnl
IEEE Trans. Veh. Technol.
Wei Liu, Chuan Li, Jiandong Li, Lajos Hanzo
2014 conf
VTC Fall
Zhonglin Xu, Wei Liu, Jiandong Li, Qin Liu, Pengyu Huang, Chuan Li
2014 B conf
WCNC
Chengbiao Li, Wei Liu, Qin Liu, Chuan Li
2013 J jnl
Wirel. Pers. Commun.
Xiao-Ya Li, Wei Liu, Jiandong Li, Pengyu Huang
2013 conf
ICT
Chungang Yang, Jiandong Li, Min Sheng, Hongyan Li, Wei Liu, Qin Liu, Yuzhou Li
2013 conf
ICT
Chungang Yang, Jiandong Li, Hongyan Li, Min Sheng, Qin Liu, Wei Liu, Yuzhou Li
2013 J jnl
Wirel. Pers. Commun.
Rui Chen, Jiandong Li, Changle Li, Wei Liu
2012 J jnl
IET Commun.
Wei Liu, Chuan Li, Jiandong Li, Lajos Hanzo
2012 J jnl
IEEE Trans. Veh. Technol.
Wei Liu, Chuan Li, Jiandong Li, Lajos Hanzo
2012 conf
VTC Spring
Soon Xin Ng, Wei Liu, Jiandong Li, Lajos Hanzo
2012 J jnl
Wirel. Pers. Commun.
Rui Chen, Jiandong Li, Wei Liu, Dan Chen, Leifang Hui
2012 J jnl
IET Commun.
Wei Liu, Chuan Li, Jiandong Li, Lajos Hanzo
2011 conf
VTC Spring
Rui Chen, Jiandong Li, Wei Liu, Changle Li, Min Sheng
2010 conf
WCNIS
Rui Chen, Jiandong Li, Wei Liu, Jian Li
2010 conf
WCSP
Rui Chen, Jiandong Li, Wei Liu
2009 B conf
PIMRC
Rui Chen, Jiandong Li, Wei Liu, Liang Chen, Chuan Li
redb/extractors/elf_extractors/elf_features.py
← Index redb/extractors/elf_extractors/elf_features.py python
import inspect
import json
from datetime import datetime, timezone
from typing import Any

from elftools.elf.elffile import ELFFile
from elftools.common.exceptions import ELFError

from redb.extractors.enum import Tag
from redb.extractors.elf_extractor import ELFExtractor
from redb.models.dataclasses import ELFFeatures


class ELFFeaturesExtractor(ELFExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        elf=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            elf,
        )
        self.elf_features = None
        self.elastic_index = self.index_prefix + "-elf_features"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def _extract_header_data(self):
        """Extract ELF header data using pyelftools."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        def extract_header(elf):
            # Initialize result with safe defaults
            result = {
                'ei_class': 0, 'ei_data': 0, 'ei_version': 0, 'ei_osabi': 0, 'ei_abiversion': 0,
                'e_type': 0, 'e_machine': 0, 'e_version': 0, 'e_entry': 0, 'e_flags': 0,
                'ei_class_str': 'unknown', 'ei_data_str': 'unknown', 'ei_osabi_str': 'unknown',
                'e_type_str': 'unknown', 'e_machine_str': 'unknown'
            }

            # Try to get the main header - if this fails, we can't extract anything
            try:
                header = elf.header
            except Exception as e:
                self.log.warning(f"Could not access ELF header: {e}")
                return result

            # Try to get e_ident section
            ident = None
            try:
                ident = header.get('e_ident', {})
            except Exception as e:
                self.log.warning(f"Could not access e_ident: {e}")

            # Extract EI_CLASS (32/64 bit)
            try:
                if ident:
                    ei_class_raw = ident.get('EI_CLASS', 'ELFCLASSNONE')
                    result['ei_class'] = 2 if ei_class_raw == 'ELFCLASS64' else 1 if ei_class_raw == 'ELFCLASS32' else 0
                    result['ei_class_str'] = '64-bit' if ei_class_raw == 'ELFCLASS64' else '32-bit' if ei_class_raw == 'ELFCLASS32' else 'unknown'
            except Exception as e:
                self.log.warning(f"Could not extract EI_CLASS: {e}")

            # Extract EI_DATA (endianness)
            try:
                if ident:
                    ei_data_raw = ident.get('EI_DATA', 'ELFDATANONE')
                    result['ei_data'] = 1 if ei_data_raw == 'ELFDATA2LSB' else 2 if ei_data_raw == 'ELFDATA2MSB' else 0
                    result['ei_data_str'] = 'Little-endian' if ei_data_raw == 'ELFDATA2LSB' else 'Big-endian' if ei_data_raw == 'ELFDATA2MSB' else 'unknown'
            except Exception as e:
                self.log.warning(f"Could not extract EI_DATA: {e}")

            # Extract EI_VERSION
            try:
                if ident:
                    ei_version_raw = ident.get('EI_VERSION', 0)
                    # Convert string like 'EV_CURRENT' to integer
                    if isinstance(ei_version_raw, str):
                        version_map = {'EV_NONE': 0, 'EV_CURRENT': 1}
                        result['ei_version'] = version_map.get(ei_version_raw, 1)
                    else:
                        result['ei_version'] = ei_version_raw
            except Exception as e:
                self.log.warning(f"Could not extract EI_VERSION: {e}")

            # Extract EI_OSABI
            try:
                if ident:
                    ei_osabi_raw = ident.get('EI_OSABI', 'ELFOSABI_SYSV')
                    osabi_map = {
                        'ELFOSABI_SYSV': 0, 'ELFOSABI_HPUX': 1, 'ELFOSABI_NETBSD': 2,
                        'ELFOSABI_LINUX': 3, 'ELFOSABI_SOLARIS': 6, 'ELFOSABI_FREEBSD': 9
                    }
                    result['ei_osabi'] = osabi_map.get(ei_osabi_raw, 0)
                    result['ei_osabi_str'] = ei_osabi_raw.replace('ELFOSABI_', '') if ei_osabi_raw and ei_osabi_raw.startswith('ELFOSABI_') else str(ei_osabi_raw) if ei_osabi_raw else 'unknown'
            except Exception as e:
                self.log.warning(f"Could not extract EI_OSABI: {e}")

            # Extract EI_ABIVERSION
            try:
                if ident:
                    result['ei_abiversion'] = ident.get('EI_ABIVERSION', 0)
            except Exception as e:
                self.log.warning(f"Could not extract EI_ABIVERSION: {e}")

            # Extract e_type (file type)
            try:
                e_type_raw = header.get('e_type', 'ET_NONE')
                type_map = {
                    'ET_NONE': 0, 'ET_REL': 1, 'ET_EXEC': 2, 'ET_DYN': 3, 'ET_CORE': 4
                }
                result['e_type'] = type_map.get(e_type_raw, 0)
                result['e_type_str'] = e_type_raw.replace('ET_', '') if e_type_raw and e_type_raw.startswith('ET_') else str(e_type_raw) if e_type_raw else 'unknown'
            except Exception as e:
                self.log.warning(f"Could not extract e_type: {e}")

            # Extract e_machine (architecture)
            try:
                e_machine_raw = header.get('e_machine', 0)
                # Map machine strings to integers and human-readable names
                # https://github.com/eliben/pyelftools/blob/main/elftools/elf/enums.py
                # https://github.com/torvalds/linux/blob/master/include/uapi/linux/elf-em.h
                # https://refspecs.linuxfoundation.org/elf/elf.pdf
                machine_int_map = {
                    'EM_NONE': 0, 'EM_M32': 1, 'EM_SPARC': 2, 'EM_386': 3,
                    'EM_68K': 4, 'EM_88K': 5, 'EM_860': 7, 'EM_MIPS': 8,
                    'EM_S370': 9, 'EM_MIPS_RS3_LE': 10, 'EM_PARISC': 15,
                    'EM_VPP500': 17, 'EM_SPARC32PLUS': 18, 'EM_960': 19,
                    'EM_PPC': 20, 'EM_PPC64': 21, 'EM_S390': 22, 'EM_V800': 36,
                    'EM_FR20': 37, 'EM_RH32': 38, 'EM_RCE': 39, 'EM_ARM': 40,
                    'EM_ALPHA': 41, 'EM_SH': 42, 'EM_SPARCV9': 43, 'EM_TRICORE': 44,
                    'EM_ARC': 45, 'EM_H8_300': 46, 'EM_H8_300H': 47, 'EM_H8S': 48,
                    'EM_H8_500': 49, 'EM_IA_64': 50, 'EM_MIPS_X': 51, 'EM_COLDFIRE': 52,
                    'EM_68HC12': 53, 'EM_X86_64': 62, 'EM_AARCH64': 183, 'EM_RISCV': 243,
                }
                machine_str_map = {
                    'EM_386': 'x86', 'EM_X86_64': 'x86_64', 'EM_ARM': 'ARM', 'EM_AARCH64': 'ARM64',
                    'EM_MIPS': 'MIPS', 'EM_PPC': 'PowerPC', 'EM_PPC64': 'PowerPC64',
                    'EM_SPARC': 'SPARC', 'EM_SPARCV9': 'SPARC64', 'EM_RISCV': 'RISC-V',
                    'EM_IA_64': 'IA-64', 'EM_S390': 'S390', 'EM_SH': 'SuperH',
                }
                if isinstance(e_machine_raw, str):
                    result['e_machine'] = machine_int_map.get(e_machine_raw, 0)
                    result['e_machine_str'] = machine_str_map.get(e_machine_raw, e_machine_raw.replace('EM_', '') if e_machine_raw.startswith('EM_') else e_machine_raw)
                else:
                    result['e_machine'] = e_machine_raw
                    result['e_machine_str'] = str(e_machine_raw)
            except Exception as e:
                self.log.warning(f"Could not extract e_machine: {e}")

            # Extract e_version
            try:
                e_version_raw = header.get('e_version', 0)
                # Convert string like 'EV_CURRENT' to integer
                if isinstance(e_version_raw, str):
                    version_map = {'EV_NONE': 0, 'EV_CURRENT': 1}
                    result['e_version'] = version_map.get(e_version_raw, 1)
                else:
                    result['e_version'] = e_version_raw
            except Exception as e:
                self.log.warning(f"Could not extract e_version: {e}")

            # Extract e_entry (entry point)
            try:
                result['e_entry'] = header.get('e_entry', 0)
            except Exception as e:
                self.log.warning(f"Could not extract e_entry: {e}")

            # Extract e_flags
            try:
                result['e_flags'] = header.get('e_flags', 0)
            except Exception as e:
                self.log.warning(f"Could not extract e_flags: {e}")

            return result

        try:
            return self._with_elf_file(extract_header)
        except Exception as e:
            self.log.error(f"Error extracting header data {self.hash.sha256}: {e}")
            return None

    def _count_dynamic_symbols(self):
        """Count symbols in dynamic symbol table."""
        def count_dynsym(elf):
            dynsym_section = elf.get_section_by_name('.dynsym')
            if dynsym_section and hasattr(dynsym_section, 'num_symbols'):
                return dynsym_section.num_symbols()
            return 0

        try:
            result = self._with_elf_file(count_dynsym)
            return result if result is not None else 0
        except Exception as e:
            self.log.error(f"Error counting dynamic symbols: {e}")
            return 0

    def _count_relocations(self):
        """Count total relocations across all sections."""
        def count_relocs(elf):
            reloc_count = 0
            for section in elf.iter_sections():
                if hasattr(section, 'iter_relocations'):
                    try:
                        reloc_count += section.num_relocations()
                    except:
                        # Some sections might not support num_relocations()
                        for _ in section.iter_relocations():
                            reloc_count += 1
            return reloc_count

        try:
            result = self._with_elf_file(count_relocs)
            return result if result is not None else 0
        except Exception as e:
            self.log.error(f"Error counting relocations: {e}")
            return 0

    def _has_gnu_hash(self):
        """Check if GNU hash table is present."""
        def check_gnu_hash(elf):
            gnu_hash_section = elf.get_section_by_name('.gnu.hash')
            return gnu_hash_section is not None

        try:
            result = self._with_elf_file(check_gnu_hash)
            return bool(result)
        except Exception as e:
            self.log.error(f"Error checking GNU hash: {e}")
            return False

    def _has_fortify(self):
        """Check if binary has fortify source protection."""
        def check_fortify(elf):
            # Look for fortified function symbols
            fortify_symbols = ['__printf_chk', '__sprintf_chk', '__snprintf_chk',
                             '__strcpy_chk', '__strcat_chk', '__memcpy_chk']

            for section in elf.iter_sections():
                if hasattr(section, 'iter_symbols'):
                    for symbol in section.iter_symbols():
                        if symbol.name in fortify_symbols:
                            return True
            return False

        try:
            result = self._with_elf_file(check_fortify)
            return bool(result)
        except Exception as e:
            self.log.error(f"Error checking fortify: {e}")
            return False

    def tag(self):
        return Tag.ELF_FEATURES.value if hasattr(Tag, 'ELF_FEATURES') else "elf_features"

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)

            # Check if file is valid ELF
            if not self._is_elf_file():
                self.log.error(f"No valid ELF file for {self.hash.sha256}")
                return None

            # Extract header data (now always returns a result, even with defaults)
            header_data = self._extract_header_data()
            if not header_data:
                self.log.error(f"Complete failure to extract any header data for {self.hash.sha256}")
                return None

            # Extract binary properties
            is_64bit = 1 if self._is_64bit() else 0
            is_stripped = 1 if self._is_stripped() else 0
            is_pie = 1 if self._is_pie() else 0
            has_canary = 1 if self._has_stack_protection() else 0
            has_nx = 1 if self._has_nx_bit() else 0
            has_relro = 1 if self._has_relro() else 0
            has_fortify = 1 if self._has_fortify() else 0

            # Extract counts
            number_of_segments = self._count_segments()
            number_of_sections = self._count_sections()
            number_of_symbols = self._count_symbols()
            number_of_dynamic_symbols = self._count_dynamic_symbols()
            number_of_relocations = self._count_relocations()
            number_of_dependencies = len(self._get_dependencies())

            # Extract build information
            build_id = self._get_build_id()
            gnu_hash_present = 1 if self._has_gnu_hash() else 0
            has_debug_info = 1 if self._has_debug_info() else 0

            self.elf_features = ELFFeatures(
                # ELF Header data
                ei_class=header_data['ei_class'],
                ei_data=header_data['ei_data'],
                ei_version=header_data['ei_version'],
                ei_osabi=header_data['ei_osabi'],
                ei_abiversion=header_data['ei_abiversion'],
                e_type=header_data['e_type'],
                e_machine=header_data['e_machine'],
                e_version=header_data['e_version'],
                e_entry=header_data['e_entry'],
                e_flags=header_data['e_flags'],
                # Human readable values
                ei_class_str=header_data['ei_class_str'],
                ei_data_str=header_data['ei_data_str'],
                ei_osabi_str=header_data['ei_osabi_str'],
                e_type_str=header_data['e_type_str'],
                e_machine_str=header_data['e_machine_str'],
                # Binary properties
                is_64bit=is_64bit,
                is_stripped=is_stripped,
                is_pie=is_pie,
                has_canary=has_canary,
                has_nx=has_nx,
                has_relro=has_relro,
                has_fortify=has_fortify,
                # Counts
                number_of_segments=number_of_segments,
                number_of_sections=number_of_sections,
                number_of_symbols=number_of_symbols,
                number_of_dynamic_symbols=number_of_dynamic_symbols,
                number_of_relocations=number_of_relocations,
                number_of_dependencies=number_of_dependencies,
                # Build information
                build_id=build_id,
                gnu_hash_present=gnu_hash_present,
                has_debug_info=has_debug_info,
            )

            return self.elf_features

        except Exception as e:
            self.log.error(f"Error extracting ELF features {self.hash.sha256}: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        self.log.debug(inspect.currentframe().f_code.co_name)

        if exporter_type == "ElasticsearchExporter":
            return self.elf_features
        elif exporter_type == "ClickHouseExporter":
            try:
                if not self.elf_features:
                    return None

                # Prepare data array matching the schema
                data = [[
                    self.sha256,
                    self.md5,
                    self.sha1,

                    # ELF Header data
                    self.elf_features.ei_class,
                    self.elf_features.ei_data,
                    self.elf_features.ei_version,
                    self.elf_features.ei_osabi,
                    self.elf_features.ei_abiversion,
                    self.elf_features.e_type,
                    self.elf_features.e_machine,
                    self.elf_features.e_version,
                    self.elf_features.e_entry,
                    self.elf_features.e_flags,

                    # Human readable values
                    self.elf_features.ei_class_str,
                    self.elf_features.ei_data_str,
                    self.elf_features.ei_osabi_str,
                    self.elf_features.e_type_str,
                    self.elf_features.e_machine_str,

                    # Binary properties
                    self.elf_features.is_64bit,
                    self.elf_features.is_stripped,
                    self.elf_features.is_pie,
                    self.elf_features.has_canary,
                    self.elf_features.has_nx,
                    self.elf_features.has_relro,
                    self.elf_features.has_fortify,

                    # Counts
                    self.elf_features.number_of_segments,
                    self.elf_features.number_of_sections,
                    self.elf_features.number_of_symbols,
                    self.elf_features.number_of_dynamic_symbols,
                    self.elf_features.number_of_relocations,
                    self.elf_features.number_of_dependencies,

                    # Build information
                    self.elf_features.build_id,
                    self.elf_features.gnu_hash_present,
                    self.elf_features.has_debug_info,

                    # Analysis metadata
                    datetime.now(timezone.utc)
                ]]

                column_names = [
                    'sha256', 'md5', 'sha1',
                    'ei_class', 'ei_data', 'ei_version', 'ei_osabi', 'ei_abiversion',
                    'e_type', 'e_machine', 'e_version', 'e_entry', 'e_flags',
                    'ei_class_str', 'ei_data_str', 'ei_osabi_str', 'e_type_str', 'e_machine_str',
                    'is_64bit', 'is_stripped', 'is_pie', 'has_canary', 'has_nx', 'has_relro', 'has_fortify',
                    'number_of_segments', 'number_of_sections', 'number_of_symbols',
                    'number_of_dynamic_symbols', 'number_of_relocations', 'number_of_dependencies',
                    'build_id', 'gnu_hash_present', 'has_debug_info',
                    'analysis_date'
                ]

                column_type_names = [
                    'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                    "Enum8('32-bit'=1, '64-bit'=2)",
                    "Enum8('Little-endian'=1, 'Big-endian'=2)",
                    'UInt8',
                    "Enum8('SYSV'=0, 'HPUX'=1, 'NETBSD'=2, 'LINUX'=3, 'SOLARIS'=6, 'FREEBSD'=9)",
                    'UInt8',
                    "Enum8('NONE'=0, 'REL'=1, 'EXEC'=2, 'DYN'=3, 'CORE'=4)",
                    'UInt16', 'UInt32', 'UInt64', 'UInt32',
                    'LowCardinality(String)', 'LowCardinality(String)', 'LowCardinality(String)',
                    'LowCardinality(String)', 'LowCardinality(String)',
                    'UInt8', 'UInt8', 'UInt8', 'UInt8', 'UInt8', 'UInt8', 'UInt8',
                    'UInt16', 'UInt16', 'UInt32', 'UInt32', 'UInt32', 'UInt16',
                    'Nullable(String)', 'UInt8', 'UInt8',
                    'DateTime64(3, \'UTC\')'
                ]

                if not data:
                    return None

                return (data, column_names, column_type_names)

            except Exception as e:
                self.log.error(f"Error preparing export data: {e}")
                raise

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