Xia Yu

61 papers B 1C 3Journal 34Unranked 23
YearRankTypeTitle / Venue / Authors
2026 J jnl
Knowl. Based Syst.
Youhe Huang, Hongru Li, Shuang Wen, Rui Tao, Xia Yu
2025 J jnl
IEEE Trans Autom. Sci. Eng.
Runda Jia, Xiaoyi Zhao, Shulei Zhang, Xia Yu
2025 J jnl
CoRR
Wenwen Zhang, Zhouzhuo Tang, Yingmei Feng, Xia Yu, Qi-Jie Wang, Zhiping Lin
2025 J jnl
Biomed. Signal Process. Control.
Tao Yang, Xia Yu, Rui Tao, Hongru Li, Jian Zhou
2025 conf
ICAIE
Xia Yu, Xiaochao Li
2025 J jnl
Neural Comput. Appl.
Xia Yu, Xiaoyu Sun, Yuhang Zhao, Jianchang Liu, Hongru Li
2025 J jnl
Briefings Bioinform.
Liqiong Kang, Leer Bao, Peisen Zhang, Xia Yu, Liqian Zhang, Weiguang Zhou, Yunli Bai
2025 J jnl
Briefings Bioinform.
Si Zheng, Yaowen Gu, Yuzhen Gu, Yelin Zhao, Liang Li, Min Wang, Rui Jiang, Xia Yu, Ting Chen, Jiao Li
2025 J jnl
IEEE Trans. Instrum. Meas.
Qingcheng Song, Wenlin Luan, Ying Liu, Lihong Duan, Xia Yu
2025 conf
CASA
Haoyuan Du, Xia Yu, Wei Yu, Dan Xue, Yuhan Lin
2024 J jnl
BMC Medical Informatics Decis. Mak.
Xia Yu, Zi Yang, Xinzhuo Wang, Xiaoyu Sun, Ruiting Shen, Hongru Li, Mingchen Zhang
2024 conf
ICETC
Dan Yuan, Xia Yu
2024 J jnl
Medical Biol. Eng. Comput.
Rui Tao, Hongru Li, Jingyi Lu, Youhe Huang, Yaxin Wang, Wei Lu, Xiaopeng Shao, Jian Zhou, Xia Yu
2024 conf
ICETC
Xia Yu, Dan Yuan, Yanling Qi
2024 J jnl
Expert Syst. Appl.
Chang Yang, Xia Yu, Jiayi Wu, Bozhen Zhang, Haibo Yang
2024 J jnl
CoRR
Wenwen Zhang, Zhouzhuo Tang, Yingmei Feng, Xia Yu, Qi-Jie Wang, Zhiping Lin
2024 conf
ICEIT
Fanfan Jia, Xia Yu
2024 conf
ICDTE
Fenfang Ye, Xia Yu
2024 conf
ICMSS
Fanfan Jia, Xia Yu
2024 conf
CSAIDE
Chang Yang, Xia Yu, Jiayi Wu, Dan Xue, Yong Duan
2024 C conf
ISCAS
Yina Li, Wenwen Zhang, Zhouzhuo Tang, Yingmei Feng, Xia Yu, Qi-Jie Wang, Zhiping Lin
2023 J jnl
Biomed. Signal Process. Control.
Xinyu Zhang, Xia Yu, Zhanhu Zhang, Hongru Li, Jingyi Lu, Jian Zhou
2023 J jnl
Appl. Intell.
Youhe Huang, Rongfeng Zhang, Hongru Li, Yunlong Xia, Xia Yu, Songbai Liu, Yiheng Yang
2023 J jnl
Biomed. Signal Process. Control.
Youhe Huang, Hongru Li, Xia Yu
2023 J jnl
Multim. Tools Appl.
Xu Yang, Hongru Li, Xia Yu
2023 conf
ICISCAE
Xia Yu
2023 J jnl
IEEE Trans. Control. Syst. Technol.
Xiaoyu Sun, Jianchang Liu, Ali Cinar, Xia Yu, Shubin Tan
2023 J jnl
Appl. Soft Comput.
Zhanhu Zhang, Xia Yu, Rui Tao, Xinyu Zhang, Hongru Li, Jingyi Lu, Jian Zhou
2023 J jnl
Biomed. Signal Process. Control.
Xiaoyu Sun, Ali Cinar, Jianchang Liu, Mudassir M. Rashid, Xia Yu
2022 J jnl
Biomed. Signal Process. Control.
Youhe Huang, Hongru Li, Rui Tao, Weiwei Han, Pengfei Zhang, Xia Yu, Ruikun Wu
2022 J jnl
Int. J. Mach. Learn. Cybern.
Xu Yang, Hongru Li, Xia Yu
2022 J jnl
Appl. Soft Comput.
Tao Yang, Xia Yu, Ning Ma, Ruikun Wu, Hongru Li
2022 J jnl
Biomed. Signal Process. Control.
Yuhang Zhao, Hongru Li, Xia Yu, Ning Ma, Tao Yang, Jian Zhou
2022 J jnl
Knowl. Based Syst.
Tao Yang, Xia Yu, Ning Ma, Yifu Zhang, Hongru Li
2022 J jnl
Complex Intell. Syst.
Xia Yu, Tao Yang, Jingyi Lu, Yun Shen, Wei Lu, Wei Zhu, Yuqian Bao, Hongru Li, Jian Zhou
2022 C conf
ICIS
Xia Yu, Hailiang Chen
2022 conf
SmartCloud
Zhu Li, Xia Yu
2022 conf
CRC
Xiaoyu Sun, Jianchang Liu, Xia Yu, Honghai Wang, Shubin Tan
2022 conf
ICETC
Xia Yu, Fanfan Jia
2021 J jnl
BMC Medical Informatics Decis. Mak.
Xia Yu, Ning Ma, Tao Yang, Yawen Zhang, Qing Miao, Junjun Tao, Hongru Li, Yiming Li, Yehong Yang
2021 J jnl
Eng. Appl. Artif. Intell.
Tao Yang, Xia Yu, Ning Ma, Yuhang Zhao, Hongru Li
2020 J jnl
J. Signal Process. Syst.
Yiou Chen, Jienan Chen, Xia Yu, Guixian Xie, Cong Zhang, Chuan Zhang
2020 conf
KDH@ECAI
Tao Yang, Ruikun Wu, Rui Tao, Shuang Wen, Ning Ma, Yuhang Zhao, Xia Yu, Hongru Li
2020 conf
KDH@ECAI
Ning Ma, Yuhang Zhao, Shuang Wen, Tao Yang, Ruikun Wu, Rui Tao, Xia Yu, Hongru Li
2020 J jnl
IEEE Trans. Control. Syst. Technol.
Xia Yu, Elizabeth Littlejohn, Laurie Quinn, Ali Cinar, Mudassir M. Rashid, Jianyuan Feng, Nicole Hobbs, Iman Hajizadeh, Sediqeh Samadi, Mert Sevil, Caterina Lazaro Martinez, Zacharie Maloney
2020 J jnl
J. Medical Imaging Health Informatics
Xia Yu, Hongjie Wang, Liyong Ma
2018 J jnl
Comput. Chem. Eng.
Jianyuan Feng, Iman Hajizadeh, Xia Yu, Mudassir M. Rashid, Kamuran Turksoy, Sediqeh Samadi, Mert Sevil, Nicole Hobbs, Rachel Brandt, Caterina Lazaro Martinez, Zacharie Maloney, Elizabeth Littlejohn, Louis Philipson, Ali Cinar
2017 C conf
BSN
Mert Sevil, Iman Hajizadeh, Sediqeh Samadi, Jianyuan Feng, Caterina Lazaro Martinez, Nicole Frantz, Xia Yu, Rachel Brandt, Zacharie Maloney, Ali Cinar
2016 J jnl
Neurocomputing
Pingsong Ming, Jianchang Liu, Shubin Tan, Songhua Li, Liangliang Shang, Xia Yu
2015 B conf
CEC
Fei Li, Jianchang Liu, Shubin Tan, Xia Yu
2015 conf
ECC
Liangliang Shang, Jianchang Liu, Shubin Tan, Xia Yu, Pingsong Ming
2015 J jnl
计算机科学
Yizhong Xin, Ying Ma, Xia Yu
2014 conf
CCBR
Xia Yu, Jian Song, Weiqi Yuan
2011 J jnl
Appl. Math. Comput.
Jianchang Liu, Xia Yu, Hongru Li
2009 conf
ICCMS
Xia Yu, Zhu Juhua
2008 conf
ICAIT
Perrine Berger, Myriam Kaba, Nam Quoc Ngo, Li Xia, Xia Yu, Ping Shum, Jean Chazelas, Daniel Dolfi, Jean-Pierre Huignard
2008 conf
ICAIT
Xia Yu, Guobin Ren, Ping Shum, Y. C. Kwok, Songnian Fu
2008 conf
ICAIT
Guanghui Wang, Ping Shum, Guobin Ren, Xia Yu, Juanjuan Hu
2008 conf
ICAIT
Guobin Ren, Xia Yu, Yandong Gong, Juanjuan Hu, Ping Shum, Guanghui Wang
2006 conf
ICICIC (2)
Xia Yu, Shuoyu Wang
2005 conf
ROBIO
Xia Yu, Shuoyu Wang, Xianchao Zhao
redb/extractors/pe_extractors/pe_features.py
← Index redb/extractors/pe_extractors/pe_features.py python
import base64
import inspect
import json
from pprint import pprint
import re

import pefile

from redb.ext.rich_header import get_rich_idVersion
from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.extractors.pe_extractors.pe_dotnet import PEDotNetExtractor
from redb.models.dataclasses import PE
from datetime import datetime, timezone
from typing import Any


class PEFeaturesExtractor(PEExtractor):

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

    def _extract_type(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        if self.pe.is_dll():
            return "DLL"
        elif self.pe.is_driver():
            return "DRIVER"
        elif self.pe.is_exe():
            return "EXE"

    def _extract_architecture(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        mt = {"0x14c": "x86", "0x0200": "Itanium", "0x8664": "x64"}
        machine_value = self.pe.FILE_HEADER.Machine
        if isinstance(machine_value, int):
            return mt.get(str(hex(machine_value)), "")
        return str(machine_value) + " => Not x86/64 or Itanium"

    def _extract_rich_header(self):
        """Extract the Rich header from the PE file

        to decode it back from base64, use:
        rh_tmp = json.loads(rh_b64_string)
        rh_decoded = {}
        for k in rh_tmp:
            if isinstance(rh_tmp[k], str):
                rh_decoded[k] = base64.b64decode(rh_tmp[k])
            else:
                rh_decoded[k] = rh_tmp[k]
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        rh = self.pe.parse_rich_header()
        rich_header_b64 = {}
        rich_header_infos = []
        if rh:
            for key in rh:
                if isinstance(rh[key], bytes):
                    rich_header_b64[key] = base64.b64encode(rh[key]).decode("utf-8")
                else:
                    rich_header_b64[key] = rh[key]
            rich_header_infos = self._get_rich_header_infos(rh)
        return json.dumps(rich_header_b64) if rich_header_b64 else None, "\n".join(
            item for item in rich_header_infos
        ) if rich_header_infos else None

    def _get_rich_header_infos(self, rh):
        """Parse Rich header information from the PE Rich Header dump"""
        self.log.debug(inspect.currentframe().f_code.co_name)

        rich_header_infos = []
        try:
            # Get list of @Comp.IDs and counts from Rich header
            # Elements in rich_fields at even indices are @Comp.IDs
            # Elements in rich_fields at odd indices are counts
            # example:                  'values': [8681481,
            #                             1,
            #                             9795593,
            #                             1]
            rich_fields = rh.get("values", [])
            if len(rich_fields) % 2 != 0:
                self.log.info(f"rich header extraction stopped for {self.hash.sha256}")
                return None

            comp_id = None
            for i in rich_fields:
                if rich_fields.index(i) % 2 == 0:
                    # even -> save value
                    comp_id = get_rich_idVersion(i)
                else:
                    # odd -> add to list
                    if comp_id:
                        rich_header_infos.append(f"{comp_id} count={i}")
                        comp_id = None
        except Exception as e:
            self.log.error(
                f"Extract rich header error {self.hash.sha256} Exception: {e}"
            )
        return rich_header_infos

    def _extract_version_info(self):
        """Extract the VS_VERSIONINFO field in a PE file

        Returns:
        vsinfo: a list of "key:value" strings from VS_INFORMATION content.
               None if no VS_INFORMATION content is present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        version_info = []
        try:
            if hasattr(self.pe, "VS_VERSIONINFO") and hasattr(self.pe, "FileInfo"):
                for finfo in self.pe.FileInfo:
                    for entry in finfo:
                        if hasattr(entry, "StringTable"):
                            for st_entry in entry.StringTable:
                                for key, str_entry in list(st_entry.entries.items()):
                                    version_info.append(f"{key.decode()}:{str_entry.decode()}")
        except Exception as e:
            self.log.error(
                f"Extract VersionInfo error {self.hash.sha256}  Exception: {e}"
            )
        return version_info if version_info else None

    def _extract_exports(self):
        """
        Returns:
        export_library_name: a str representing the name of the export library.
                            An empty string if no export library is present.
        exp_symbols_list: a list of function names exported as per DIRECTORY_ENTRY_EXPORT.symbols
                            An empty list if no export library is present.
        export_timestamp: a timestamp representing the time of the export.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        export_symbols_list = []
        export_library_name = ""
        export_library_name_raw = ""
        export_timestamp = None
        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_EXPORT"):
                export_timestamp = self.pe.DIRECTORY_ENTRY_EXPORT.struct.TimeDateStamp
                export_directory = self.pe.DIRECTORY_ENTRY_EXPORT
                export_library_name_rva = export_directory.struct.Name
                try:
                    export_library_name = self.remove_non_utf8(
                        self.pe.get_string_at_rva(export_library_name_rva)
                    ).decode()
                    export_library_name_raw = self.pe.get_string_at_rva(
                        export_library_name_rva
                    ).__str__()
                except Exception as e:
                    self.log.error(
                        f"Error while getting export library name {self.pe.get_string_at_rva(export_library_name_rva)} for file: {self.hash.sha256} {e}"
                    )
                    export_library_name = "REDB_ERROR"
                if hasattr(self.pe.DIRECTORY_ENTRY_EXPORT, "symbols"):
                    for exp in self.pe.DIRECTORY_ENTRY_EXPORT.symbols:
                        export_symbols_list.append(
                            exp.name.decode() if exp.name else None
                        )
        except Exception as e:
            self.log.error(f"Extract exports error {self.hash.sha256} Exception: {e}")

        return (
            export_library_name if export_library_name else None,
            export_library_name_raw if export_library_name_raw else None,
            export_symbols_list if export_symbols_list else None,
            export_timestamp if export_timestamp else None,
        )

    def _extract_dbg_info(self):
        """Extract debug information from PE if present

        At the moment this function parses only the DEBUG_ENTRY Structure where Type
        field == 1, i.e. IMAGE_DEBUG_TYPE_CODEVIEW, where the pdb is eventually present.

        Returns:
        debug_entry: the dump of pe.DIRECTORY_ENTRY_DEBUG.struct only for the type 1
                    "IMAGE_DEBUG_TYPE_CODEVIEW". "None" if not present.
        debug_time: a int representing the epoch timestamp as present in the
                    DIRECTORY_ENTRY_DEBUG. "None" if not present.
        pdb_info: a str with the pdb path. "None" if not present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        dbg_timestamp = None
        dbg_timestamp_utc = ""
        dbg_pdb_info = ""
        dbg_pdb_info_raw = ""
        dbg_struct = ""
        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_DEBUG"):
                for debug_entry in self.pe.DIRECTORY_ENTRY_DEBUG:
                    if (
                        debug_entry.struct.Type
                        == pefile.DEBUG_TYPE["IMAGE_DEBUG_TYPE_CODEVIEW"]
                    ):
                        dbg_timestamp = debug_entry.struct.TimeDateStamp
                        dbg_timestamp_utc = datetime.fromtimestamp(
                            dbg_timestamp, timezone.utc
                        ).strftime("%Y-%m-%d %H:%M:%S")
                        # dbg_struct = base64.b64encode(debug_entry.entry).decode()
                        dbg_struct = debug_entry.entry.__str__()
                        if hasattr(debug_entry.entry, "PdbFileName"):
                            dbg_pdb_info = self.remove_non_utf8(
                                debug_entry.entry.PdbFileName.rstrip(b"\x00")
                            ).decode()
                            dbg_pdb_info_raw = debug_entry.entry.PdbFileName.rstrip(
                                b"\x00"
                            ).__str__()
                            # if dbg_pdb_info:
                            #     dbg_pdb_info = dbg_pdb_info.rstrip(b"\x00")
                            #     dbg_pdb_info = dbg_pdb_info.decode()

        except Exception as e:
            self.log.error(f"Extract DBG info error {self.hash.sha256} Exception: {e}")
        return (
            dbg_timestamp if dbg_timestamp else None,
            dbg_timestamp_utc if dbg_timestamp_utc else None,
            dbg_pdb_info if dbg_pdb_info else None,
            dbg_pdb_info_raw if dbg_pdb_info_raw else None,
            dbg_struct if dbg_struct else None,
        )

    def _extract_tls_info(self):
        """Check for the presence of Thread Local Storage and related extract
        callback addresses.

        Taken from the original version of PEScanner, as the python3 porting
        "ext_pescanner" does not have it.

        Returns:
        pe.DIRECTORY_ENTRY_TLS.struct: a pefile.Structure type containing the dump
                    of the TLS structure and content. "None" is no TLS is present.
        callbacks: a list containing the TLS callbacks addresse. Empty list if no
                    address is found, "None" is no TLS is present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        callbacks = []
        tls_dir_struct = ""
        try:
            if (
                hasattr(self.pe, "DIRECTORY_ENTRY_TLS")
                and self.pe.DIRECTORY_ENTRY_TLS
                and self.pe.DIRECTORY_ENTRY_TLS.struct
                and self.pe.DIRECTORY_ENTRY_TLS.struct.AddressOfCallBacks
            ):
                # tls_dir_struct = base64.b64encode(self.pe.DIRECTORY_ENTRY_TLS.struct).decode()
                tls_dir_struct = self.pe.DIRECTORY_ENTRY_TLS.struct.__str__()
                callback_array_rva = (
                    self.pe.DIRECTORY_ENTRY_TLS.struct.AddressOfCallBacks
                    - self.pe.OPTIONAL_HEADER.ImageBase
                )
                # Originally it was while True
                # todo while can't be used cause risky
                # what maximum range makes sense to add here?
                for idx in range(10000):
                    func = self.pe.get_dword_from_data(
                        self.pe.get_data(callback_array_rva + 4 * idx, 4), 0
                    )
                    if func == 0:
                        break
                    callbacks.append(func)
        except Exception as e:
            self.log.error(f"Extract TLS error {self.hash.sha256} Exception: {e}")
        return callbacks if callbacks else None, tls_dir_struct if tls_dir_struct else None

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

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            (
                export_library_name,
                export_library_name_raw,
                export_symbols_list,
                export_timestamp,
            ) = self._extract_exports()
            (
                dbg_timestamp,
                dbg_timestamp_utc,
                dbg_pdb_info,
                dbg_pdb_info_raw,
                dbg_struct,
            ) = self._extract_dbg_info()
            tls_callbacks, tls_struct = self._extract_tls_info()
            rich_header_dump, rich_header_parsed = self._extract_rich_header()

            is_dotnet = self._check_dotnet()

            number_of_resources = 0
            number_of_imports = 0
            if hasattr(self.pe, "DIRECTORY_ENTRY_RESOURCE"):
                number_of_resources = len(self.pe.DIRECTORY_ENTRY_RESOURCE.entries)
            if hasattr(self.pe, "DIRECTORY_ENTRY_IMPORT"):
                number_of_imports = len(self.pe.DIRECTORY_ENTRY_IMPORT)

            self.pe_features = PE(
                type=self._extract_type(),
                magic=hex(self.pe.OPTIONAL_HEADER.Magic),
                entry_point=hex(self.pe.OPTIONAL_HEADER.AddressOfEntryPoint),
                major_linker_version=self.pe.OPTIONAL_HEADER.MajorLinkerVersion,
                minor_linker_version=self.pe.OPTIONAL_HEADER.MinorLinkerVersion,
                target_machine=self.pe.FILE_HEADER.Machine,
                architecture=self._extract_architecture(),
                compilation_time=self.pe.FILE_HEADER.TimeDateStamp,
                compilation_time_utc=datetime.fromtimestamp(
                    self.pe.FILE_HEADER.TimeDateStamp, timezone.utc
                ).strftime("%Y-%m-%d %H:%M:%S"),
                rich_header_dump=rich_header_dump,
                rich_header_parsed=rich_header_parsed,
                dos_header=self.pe.DOS_HEADER.__str__(),
                nt_header=self.pe.NT_HEADERS.__str__(),
                optional_header=self.pe.OPTIONAL_HEADER.__str__(),
                file_header=self.pe.FILE_HEADER.__str__(),
                version_info=self._extract_version_info(),
                export_library_name=export_library_name,
                export_library_name_raw=export_library_name_raw,
                export_symbols_list=export_symbols_list,
                export_timestamp=export_timestamp,
                is_dotnet=is_dotnet,
                dbg_timestamp=dbg_timestamp,
                dbg_timestamp_utc=dbg_timestamp_utc,
                dbg_pdb_info=dbg_pdb_info,
                dbg_pdb_info_raw=dbg_pdb_info_raw,
                dbg_struct=dbg_struct,
                tls_callbacks=tls_callbacks,
                tls_struct=tls_struct,
                is_signed=self._is_signed(),
                has_overlay=self._has_overlay(),
                number_of_sections=len(self.pe.sections),
                number_of_imports=number_of_imports,
                number_of_exports=(
                    len(export_symbols_list) if export_symbols_list else 0
                ),
                number_of_resources=number_of_resources,
            )
            return self.pe_features
        except Exception as e:
            self.log.error(f"Error extracting PE 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.pe_features
        elif exporter_type == "ClickHouseExporter":
            try:
                pe_dump = self.pe.dump_dict()   
                # Convert PE headers directly to JSON
                dos_header_raw = json.dumps(pe_dump['DOS_HEADER'])
                nt_header_raw = json.dumps(pe_dump['NT_HEADERS'])
                optional_header_raw = json.dumps(pe_dump['OPTIONAL_HEADER'])
                file_header_raw = json.dumps(pe_dump['FILE_HEADER'])

                # Convert magic and entry_point from hex strings to integers
                magic_raw = int(self.pe_features.magic, 16) if isinstance(self.pe_features.magic, str) else self.pe_features.magic
                entry_point = int(self.pe_features.entry_point, 16) if isinstance(self.pe_features.entry_point, str) else self.pe_features.entry_point

                # Convert target_machine to string if it's an integer
                target_machine = str(self.pe_features.target_machine) if isinstance(self.pe_features.target_machine, int) else self.pe_features.target_machine

                # debug struct
                dbg_struct_raw = {}
                if self.pe_features.dbg_struct:
                    if hasattr(self.pe, "DIRECTORY_ENTRY_DEBUG"):
                        for debug_entry in self.pe.DIRECTORY_ENTRY_DEBUG:
                            if (
                                debug_entry.struct.Type
                                == pefile.DEBUG_TYPE["IMAGE_DEBUG_TYPE_CODEVIEW"]
                            ):
                                dbg_struct_raw = json.dumps(debug_entry.struct.__dict__)

                # tls struct
                tls_struct_raw = {}
                if self.pe_features.tls_struct:
                    if (
                        hasattr(self.pe, "DIRECTORY_ENTRY_TLS")
                        and self.pe.DIRECTORY_ENTRY_TLS
                        and self.pe.DIRECTORY_ENTRY_TLS.struct
                        and self.pe.DIRECTORY_ENTRY_TLS.struct.AddressOfCallBacks
                    ):
                        tls_struct_raw = json.dumps(self.pe.DIRECTORY_ENTRY_TLS.struct.__dict__)

                # Ensure arrays are properly initialized
                rich_header_parsed = []
                if self.pe_features.rich_header_parsed:
                    if isinstance(self.pe_features.rich_header_parsed, str):
                        rich_header_parsed = [x for x in self.pe_features.rich_header_parsed.split("\n") if x]
                    elif isinstance(self.pe_features.rich_header_parsed, list):
                        rich_header_parsed = self.pe_features.rich_header_parsed

                version_info = self.pe_features.version_info if self.pe_features.version_info else []
                version_info_raw = {}
                if version_info:
                    for finfo in self.pe.FileInfo:
                        for entry in finfo:
                            if hasattr(entry, "StringTable"):
                                for st_entry in entry.StringTable:
                                    for key, str_entry in list(st_entry.entries.items()):
                                        version_info_raw[key.decode()] = str_entry.decode()
                version_info_raw = json.dumps(version_info_raw) if version_info_raw else "{}"

                export_symbols_list = self.pe_features.export_symbols_list if self.pe_features.export_symbols_list else []
                tls_callbacks = self.pe_features.tls_callbacks if self.pe_features.tls_callbacks else []

                # Prepare data array
                data = [[
                    self.sha256,
                    self.md5,
                    self.sha1,
                    self.pe_features.dos_header,
                    dos_header_raw,
                    self.pe_features.nt_header,
                    nt_header_raw,
                    self.pe_features.optional_header,
                    optional_header_raw,
                    self.pe_features.file_header,
                    file_header_raw,
                    magic_raw,
                    entry_point,
                    self.pe_features.major_linker_version,
                    self.pe_features.minor_linker_version,
                    target_machine,
                    self.pe_features.architecture,
                    self.pe_features.compilation_time,
                    1 if self.pe_features.is_dotnet else 0,
                    1 if self.pe_features.is_signed else 0,
                    1 if self.pe_features.has_overlay else 0,
                    self.pe_features.number_of_sections,
                    self.pe_features.number_of_imports,
                    self.pe_features.number_of_exports,
                    self.pe_features.number_of_resources,
                    self.pe_features.type,
                    self.pe_features.dbg_struct,
                    dbg_struct_raw,
                    self.pe_features.dbg_timestamp,
                    self.pe_features.dbg_pdb_info,
                    self.pe_features.dbg_pdb_info_raw,
                    self.pe_features.tls_struct,
                    tls_struct_raw,
                    self.pe_features.export_timestamp,
                    self.pe_features.export_library_name,
                    self.pe_features.export_library_name_raw,
                    self.pe_features.rich_header_dump if self.pe_features.rich_header_dump else "{}",
                    rich_header_parsed,
                    version_info,
                    version_info_raw,
                    export_symbols_list,
                    tls_callbacks,
                    datetime.now(timezone.utc)
                ]]

                column_names = [
                    'sha256', 'md5', 'sha1',
                    'dos_header', 'dos_header_raw', 'nt_header', 'nt_header_raw', 'optional_header', 'optional_header_raw', 'file_header', 'file_header_raw',
                    'magic_raw', 'entry_point',
                    'major_linker_version', 'minor_linker_version',
                    'target_machine', 'architecture',
                    'compilation_time',
                    'is_dotnet', 'is_signed', 'has_overlay',
                    'number_of_sections', 'number_of_imports', 'number_of_exports', 'number_of_resources',
                    'type',
                    'dbg_struct', 'dbg_struct_raw', 'dbg_timestamp', 'dbg_pdb_info', 'dbg_pdb_info_raw',
                    'tls_struct', 'tls_struct_raw', 'export_timestamp', 'export_library_name', 'export_library_name_raw',
                    'rich_header_dump', 'rich_header_parsed', 'version_info', 'version_info_raw',
                    'export_symbols_list', 'tls_callbacks',
                    'analysis_date'
                ]

                column_type_names = [
                    'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                    'String', 'JSON', 'String', 'JSON', 'String', 'JSON', 'String', 'JSON',
                    'UInt16', 'UInt32',
                    'UInt8', 'UInt8',
                    'LowCardinality(String)', 'Enum8(\'x86\' = 1, \'Itanium\' = 2, \'x64\' = 3)',
                    'UInt64',
                    'UInt8', 'UInt8', 'UInt8',
                    'UInt16', 'UInt16', 'UInt16', 'UInt16',
                    'Enum8(\'DLL\' = 1, \'EXE\' = 2, \'DRIVER\' = 3)',
                    'Nullable(String)', 'JSON', 'Nullable(UInt64)', 'Nullable(String)', 'Nullable(String)',
                    'Nullable(String)', 'JSON', 'Nullable(UInt64)', 'Nullable(String)', 'Nullable(String)',
                    'JSON', 'Array(Nullable(String))', 'Array(Nullable(String))', 'JSON',
                    'Array(Nullable(String))', 'Array(Nullable(UInt64))',
                    '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_pe_features"