Wei Liao

94 papers A* 2C 2Journal 61Unranked 27
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Wei Zhang, Xiang Liu, Ningjing Liu, Mingxin Liu, Wei Liao, Chunyan Xu, Xue Yang
2026 J jnl
NeuroImage
Qingjin Liu, Xi Zhang, Jinpeng Niu, Kangjia Chen, Jie Xia, Yaohui He, Shuo Xu, Wei Li, Huafu Chen, Dong Zhang, Wei Liao, Jiao Li
2025 J jnl
IEEE Access
Wei Liao, Cheng Fan
2025 J jnl
Inf. Sci.
Fan Liu, Qinghua Zhang, Shuyin Xia, Qin Xie, Wei Liao, Siyang Zhang
2025 J jnl
Int. J. Gen. Syst.
Dechang Tang, Qinghua Zhang, Wei Liao
2025 J jnl
Int. J. Mach. Learn. Cybern.
Wei Liao, Qinghua Zhang, Qin Xie, Man Gao, Pengren Jin
2025 J jnl
J. Supercomput.
Wanchun Wang, Wei Liao, Zhen Xu
2025 J jnl
J. Biomed. Informatics
Yunfei Zhang, Wei Liao
2025 J jnl
CoRR
Wei Liao, Chunyan Xu, Chenxu Wang, Zhen Cui
2025 J jnl
Signal Image Video Process.
Fei Zhou, Wei Liao, Quan Yuan, Zhen Xu, Yifan Zhao, Wenzong Zhou, Wentao Liu
2025 J jnl
Signal Image Video Process.
Pei Cao, Peng Xu, Guliang Zhou, Wei Liao, Kai Gao, Yikai Yan, Jie Yang
2025 J jnl
J. Supercomput.
Chundong Lu, Junna Shang, Wei Liao, Mingkun Su, Yanzhao Ding
2024 conf
ICPR (16)
Wei Liao, Lei Luo, Chunyuan Zhang
2024 J jnl
IEEE Trans. Circuits Syst. I Regul. Pap.
Xu Xu, Ruoyue Wei, Wei Liao, Yuchen Yao, Xingrui Huang, Xinwei Tang, Yinliang Diao, Huacheng Zhu, Kama Huang, Junqing Lan
2024 J jnl
IEEE Trans. Syst. Man Cybern. Syst.
Wei Liao, Taotao Liang, Pengwen Xiong, Chen Wang, Aiguo Song, Peter X. Liu
2024 J jnl
Remote. Sens.
Dong Lyu, Genyou Liu, Wenhao Zhao, Wei Liao, Bo Zhang, Minghui Lyu
2024 conf
SmartCloud
Yuan Meng, Jun He, Shun Li, Yipeng Chen, Wei Liao, Peng Wang
2024 conf
BIBM
Wei Liao, Lei Luo, Changjian Wang, Chunyuan Zhang
2024 J jnl
IET Inf. Secur.
Lansheng Han, Peng Chen, Wei Liao
2024 J jnl
J. Imaging Inform. Medicine
Wenjian Yao, Jiajun Bai, Wei Liao, Yuheng Chen, Mengjuan Liu, Yao Xie
2024 J jnl
Symmetry
Wei Liao, Chunhua Lu, Zhongzi Xu
2023 J jnl
CoRR
Wei Liao, Joel Voldman
2023 J jnl
J. Biomed. Informatics
Wei Liao, Joel Voldman
2023 J jnl
Appl. Math. Comput.
Wei Liao, Taotao Liang, Chen Wang, Dayong Yang
2023 J jnl
Int. J. Control
Wei Liao, Taotao Liang, Xiaohui Wei, Jizhou Lai
2023 J jnl
J. Comput. Appl. Math.
Xianzhen Jiang, Huihui Yang, Jianghua Yin, Wei Liao
2023 conf
6GN (1)
Wen Sun, Jian Zhang, Wei Liao, Yanbing Guo, Tengfei Li
2023 conf
6GN (1)
Wei Liao, Mingze Sun, Yanbing Guo
2023 J jnl
IEEE Geosci. Remote. Sens. Lett.
Haidong Ding, Fengying Xie, Yue Zi, Wei Liao, Xuedong Song
2023 J jnl
CoRR
Wenjian Yao, Jiajun Bai, Wei Liao, Yuheng Chen, Mengjuan Liu, Yao Xie
2023 conf
ICONIP (13)
Jiayi Liu, Qiufeng Wang, Wei Liao, Jianghan Chen, Kaizhu Huang
2023 J jnl
CoRR
Wei Liao, Joel Voldman
2023 J jnl
IEEE Trans. Pattern Anal. Mach. Intell.
Lei Yu, Xiang Zhang, Wei Liao, Wen Yang, Gui-Song Xia
2023 J jnl
CoRR
Wei Liao
2023 conf
6GN (1)
Wei Liao, Yongheng Wang, Yanbing Guo
2023 conf
ISPA/BDCloud/SocialCom/SustainCom
Wei Liao, Lansheng Han, Peng Chen
2023 conf
BICS
Wei Liao, Jiayi Liu, Jianghan Chen, Qiu-Feng Wang, Kaizhu Huang
2022 J jnl
Numer. Algorithms
Xianzhen Jiang, Wei Liao, Jianghua Yin, Jinbao Jian
2022 J jnl
Wirel. Pers. Commun.
Lingli Zhou, Wei Liao, Songyue Hou
2022 J jnl
IEEE Trans. Ind. Electron.
Junyi Cai, Lijun Zhou, Yulin Zhang, Dongyang Wang, Wei Liao, Chenqingyu Zhang
2022 conf
ISBI
Wei Liao, Ching-Yun Ko, Tsui-Wei Weng, Luca Daniel, Joel Voldman
2022 J jnl
CoRR
Lei Yu, Xiang Zhang, Wei Liao, Wen Yang, Gui-Song Xia
2022 J jnl
Appl. Math. Comput.
Wei Liao, Taotao Liang, Xiaohui Wei, Qiaozhi Yin
2022 J jnl
Quantum Inf. Process.
Yumin Dong, Wanbin Hu, Jinlei Zhang, Min Chen, Wei Liao, Zhengquan Chen
2022 A* conf
CVPR
Wei Liao, Xiang Zhang, Lei Yu, Shijie Lin, Wen Yang, Ning Qiao
2021 J jnl
IEEE Trans. Instrum. Meas.
Lijun Zhou, Wei Liao, Dongyang Wang, Dong Wang, Guinan Zhang, Yi Cui, Junyi Cai
2021 J jnl
CoRR
Wei Liao, Taotao Liang, Xiaohui Wei, Jizhou Lai
2021 J jnl
CoRR
Wei Liao, Taotao Liang, Xiaohui Wei, Jizhou Lai
2021 J jnl
CoRR
Wei Liao, Xiaohui Wei, Jizhou Lai
2021 J jnl
IEEE Access
Ye Yuan, Wei Liao
2021 A* conf
CVPR
Xiang Zhang, Wei Liao, Lei Yu, Wen Yang, Gui-Song Xia
2021 J jnl
CoRR
Xiang Zhang, Wei Liao, Lei Yu, Wen Yang, Gui-Song Xia
2021 J jnl
J. Intell. Fuzzy Syst.
Wei Liao, Xiaohui Wei, Jizhou Lai
2021 J jnl
IEEE Access
Wei Liao, Koki Muramatsu, Jianqing Wang
2021 J jnl
CoRR
Wei Liao, Taotao Liang, Xiaohui Wei, Qiaozhi Yin
2021 J jnl
CoRR
Wei Liao, Xiaohui Wei, Jizhou Lai
2020 J jnl
IEEE Trans. Instrum. Meas.
Wei Liao, Lijun Zhou, Dongyang Wang, An Wang, Lei Guo, Yi Cui
2020 C conf
IAS
Wei Liao, Lijun Zhou, Chuanhui Zhang, Dong Wang, Jun Zhang, Lei Guo
2020 conf
ICITE
Jingni Guo, Junxiang Xu, Zhenggang He, Wei Liao
2020 J jnl
Trans. Inst. Meas. Control
Wei Liao, Xiaohui Wei, Jizhou Lai, Hao Sun
2020 J jnl
IEEE Trans. Instrum. Meas.
Dongyang Wang, Lijun Zhou, Chongjing Dai, Lei Guo, Wei Liao
2020 J jnl
CoRR
Wei Liao, Xiaohui Wei, Jizhou Lai
2020 J jnl
IEEE Access
Wei Liao, Xiaohui Wei, Jizhou Lai, Hao Sun
2020 J jnl
J. Intell. Fuzzy Syst.
Jingni Guo, Junxiang Xu, Wei Liao
2020 conf
UV
Xiaoyu Zhao, Wei Liao, Maria Ruiz, Paola Ragno
2019 conf
ICSAI
Songyue Hou, Wei Liao, Ziyang Wang
2019 conf
SSCI
Wei Liao, Kun Deng, Shengyuan Wang
2019 J jnl
IEEE Access
Dongyang Wang, Lijun Zhou, Lujia Wang, Lei Guo, Wei Liao
2019 J jnl
IEEE Access
Dongyang Wang, Lijun Zhou, Zhixin Yang, Wei Liao, Lujia Wang, Lei Guo
2019 conf
CRIWG/CollabTech
Tomoo Inoue, Wei Liao
2018
Wei Liao
2017 J jnl
Comput. Ind. Eng.
Chao Lu, Xinyu Li, Liang Gao, Wei Liao, Jin Yi
2017 J jnl
NeuroImage
Gong-Jun Ji, Fengqiong Yu, Wei Liao, Kai Wang
2016 J jnl
Ars Comb.
Xiaodong Chen, Mingchu Li, Wei Liao, Hajo Broersma
2016 conf
CTS
Jiongda Xu, Wei Liao, Tommo Inoue
2015 J jnl
IEICE Trans. Commun.
Wei Liao, Jingjing Shi, Jianqing Wang
2015 J jnl
Graphs Comb.
Wei Liao, Mingchu Li
2015 J jnl
Ars Comb.
Wei Liao, Mingchu Li
2014 conf
CCPR (2)
Yefan Wu, Jiangang Yao, Tangbing Li, Peng Fu, Wei Liao, Mi Zhang
2013 C conf
IGARSS
Wei Liao, Yawen He, Yunyan Du
2012 J jnl
J. Electron. Commer. Organ.
Dan Chang, Wei Liao
2010 J jnl
J. Comput. Phys.
Wei Liao, E. P. C. Koh, Her Mann Tsai, Feng Liu
2009 conf
ESIAT (1)
Wei Liao, Tie-Ping Yan, Yijin Wu, Helena Ndakeva, Xuying Yuan
2009 conf
ESIAT (1)
Yijin Wu, Wei Liao, Lorenz King, Xuying Yuan
2009 conf
SSME
Wei Liao, Zhentao Wang, Pu Han
2009 conf
ESIAT (2)
Xuying Yuan, Yijin Wu, Shuang Liang, Wei Liao, Liangyue Tian, Xi Huang, Hao Zhang, Bei Huang
2009 conf
FSKD (6)
Wei Liao, Feng Li, Yunfeng Song
2009 conf
BIFE
Hongjun Gao, Yunfeng Song, Wei Liao
2009 ch.
Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing
Wei Liao, Xiaoping Wu, Chenghua Yan, Zhinong Zhong
2009 conf
ESIAT (2)
Xuying Yuan, Yijin Wu, Bei Huang, Wei Liao, Shuang Liang, Liangyue Tian, Xi Huang, Hao Zhang
2008 conf
CSSE (4)
Chenggang Zhen, Wei Liao
2008 J jnl
J. Comput. Phys.
Wei Liao, Boris Diskin, Yan Peng, Li-Shi Luo
2006 conf
STDBM
Wei Liao, Guifen Tang, Ning Jing, Zhinong Zhong
2006 conf
ER (Workshops)
Wei Liao, Guifen Tang, Ning Jing, Zhinong Zhong
redb/workers.py
← Index redb/workers.py python
"""
Worker and file processing functions for REDB.

Contains all functions that process binary files, handle archive extraction,
run extractors, and manage worker processes for parallel processing.
"""
import hashlib
import sys
import logging
from typing import List, Type, Optional
import os
import gc
import signal
import psutil
import time
import tempfile
import magic
from magika import Magika

import py7zr
import pyzipper

from redb import settings
from redb.extractors.basicproperties import BasicPropertiesExtractor
from redb.extractors.detectiteasy import DIEExtractor
from redb.extractors.capa import CAPAExtractor
from redb.extractors.malcontent import MalcontentExtractor
from redb.extractors.hashes import HashExtractor
from redb.extractors.extractor import Extractor
from redb.extractors.yara import YaraExtractor
from redb.extractors.database_exporters import ElasticsearchExporter, ClickHouseExporter, PrintExporter
from redb.extractor_registry import get_filetype_modules, get_extractor_class

from redb.logging_utils import ImportResult, setup_direct_logger, setup_logger
from redb.queries import is_in_db, is_in_code_db
from redb.s3_utils import download_s3_object, extract_fat_slices



def get_module_by_name(module_name: str) -> Type[Extractor]:
    """Get module class by its name."""
    # Common extractors (always loaded, lightweight)
    common_map = {
        "BasicPropertiesExtractor": BasicPropertiesExtractor,
        "HashExtractor": HashExtractor,
        "DIEExtractor": DIEExtractor,
        "CAPAExtractor": CAPAExtractor,
        "MalcontentExtractor": MalcontentExtractor,
        "YaraExtractor": YaraExtractor,
    }
    if module_name in common_map:
        return common_map[module_name]
    # File-type-specific extractors (loaded on demand via registry)
    return get_extractor_class(module_name)


def filter_selected_modules(
    selected_modules: List[str], available_modules: List[Type[Extractor]]
) -> List[Type[Extractor]]:
    """Filter available modules based on selected module names."""
    if not selected_modules or "all" in selected_modules:
        return available_modules

    return [mod for mod in available_modules if mod.__name__ in selected_modules]


def _is_packed(sha256, index_prefix, logger):
    """
    Check if a file is packed by querying ClickHouse for DIE packer information.

    Args:
        sha256: File's SHA256 hash
        index_prefix: Elastic index prefix
        logger: Logger instance

    Returns:
        bool or None:
            - True if file exists and is packed
            - False if file exists but is not packed
            - None if file doesn't exist in the index
    """
    try:
        table = f"{index_prefix}_die_mv"

        client = settings.create_clickhouse_client()
        packer_query = f"""
            SELECT count(*) FROM {table}
            WHERE sha256 = '{sha256}'
            AND packer IS NOT NULL
        """
        packer_result = client.query(packer_query).result_rows[0][0]

        if packer_result > 0:
            logger.debug(f"File {sha256} is packed")
            return True
        else:
            logger.debug(f"File {sha256} is not packed")
            return False
    except Exception as e:
        logger.info(f"File {sha256} packed status UNKNOWN")
        logger.error(f"Error checking if file is packed: {str(e)}")
        return None


def is_binary_file(file):
    try:
        with open(file, "tr") as check_file:
            check_file.read()
        return False
    except:
        return True


def _is_supported_format(filepath, logger):
    """Check if a non-binary file has a format listed in SUPPORTED_FORMATS (.env).

    Called only when is_binary_file returns False (i.e. the file is text-based).
    Uses Magika to detect the format, then checks against SUPPORTED_FORMATS.
    """
    try:
        from redb.queries import get_supported_formats

        with open(filepath, "rb") as f:
            data = f.read()
        filetype = Magika().identify_bytes(data).output.label
        if filetype in get_supported_formats():
            logger.debug(f"Detected supported text format: {filetype}")
            return True
    except Exception as e:
        logger.debug(f"Error detecting format for {filepath}: {e}")
    return False



def check_dotnet(path_to_parse, logger):
    try:
        import pefile
        file_type = magic.from_file(path_to_parse)
        if ".Net" in file_type:
            return True
        pe = pefile.PE(path_to_parse)
        for entry in pe.OPTIONAL_HEADER.DATA_DIRECTORY:
            if entry.name == "IMAGE_DIRECTORY_ENTRY_COM_DESCRIPTOR" and entry.Size > 0:
                return True
        return False
    except AttributeError as e:
        logger.error(
            f"AttributeError error dotnet file {path_to_parse} Full error : {e}"
        )
        return False


def check_high_swap():
    """Check if swap usage is critically high and take action if needed"""
    try:
        swap_usage = psutil.swap_memory().percent
        if swap_usage > 90:
            print(f"[WARNING] Critical swap usage detected: {swap_usage}%")

            # Force immediate garbage collection
            gc.collect(2)  # Full collection with generation 2
            return True
    except:
        pass
    return False


def process_s3_file(
    s3_bucket: str,
    s3_key: str,
    temp_dir: str,
    decompile: bool,
    index_prefix: str,
    log_file: str,
    file_number: int,
    total_files: int,
    selected_modules=None,
    dry_run=False,
    yara_scan=False,
    with_yara=False,
    force=False,
    decompile_modules=None,
    first_seen=None,
):
    """
    Download and process a file from S3
    """
    filename = os.path.basename(s3_key)
    extra = {"filenameinfo": filename}
    worker_pid = os.getpid()
    logger = setup_direct_logger(log_file, filename, worker_pid)

    logger.info(f"Processing S3 file {file_number}/{total_files}: {s3_key}")

    try:
        # Download file from S3
        local_path = download_s3_object(s3_bucket, s3_key, temp_dir, logger)
        if not local_path:
            logger.error(f"Failed to download {s3_key}")
            return ImportResult.FAILED, None

        # Process the downloaded file using existing logic
        return _process_file_internal(
            local_path, decompile, index_prefix, logger, selected_modules, dry_run, yara_scan, with_yara, force,
            decompile_modules=decompile_modules,
            first_seen=first_seen,
        )
    except Exception as e:
        logger.error(f"Error processing S3 file: {str(e)}")
        return ImportResult.FAILED, None


def process_file(
    filepath,
    decompile,
    index_prefix,
    log_file,
    file_number,
    total_files,
    selected_modules=None,
    dry_run=False,
    yara_scan=False,
    with_yara=False,
    force=False,
    decompile_modules=None,
):
    filename = os.path.basename(filepath)
    worker_pid = os.getpid()

    # Add filename info to the logger's extra info
    extra = {"filenameinfo": filename}

    logger = setup_direct_logger(log_file, filename, worker_pid)
    logger.info(f"Processing file {file_number}/{total_files}: {filepath}")

    try:
        return _process_file_internal(
            filepath, decompile, index_prefix, logger, selected_modules, dry_run, yara_scan, with_yara, force,
            decompile_modules=decompile_modules,
        )
    except Exception as e:
        logger.error(f"Error processing file: {str(e)}")
        return ImportResult.FAILED, None


def _process_file_internal(
    filepath, decompile, index_prefix, logger, selected_modules=None, dry_run=False, yara_scan=False, with_yara=False, force=False,
    decompile_modules=None, first_seen=None,
):
    _, ext = os.path.splitext(filepath.lower())
    if ext == ".zip":
        return process_zip_file(
            filepath, decompile, index_prefix, logger, selected_modules, dry_run, yara_scan, with_yara, force,
            decompile_modules=decompile_modules, first_seen=first_seen)
    elif ext == ".7z":
        return process_7zip_file(
            filepath, decompile, index_prefix, logger, selected_modules, dry_run, yara_scan, with_yara, force,
            decompile_modules=decompile_modules, first_seen=first_seen)
    elif is_binary_file(filepath) or _is_supported_format(filepath, logger):
        return process_binary_file(
            filepath, decompile, index_prefix, logger, selected_modules, dry_run, yara_scan, with_yara, force,
            decompile_modules=decompile_modules, first_seen=first_seen)
    else:
        logger.info(f"Skipping non-binary file: {filepath}")
        return ImportResult.SKIPPED, None


def process_zip_file(filepath, decompile, index_prefix, logger, selected_modules, dry_run=False, yara_scan=False, with_yara=False, force=False, decompile_modules=None, first_seen=None):
    logger.info(f"Processing zip file: {filepath}")
    with tempfile.TemporaryDirectory() as temp_dir:
        extracted_zip_path = None

        # Try standard zipfile first (ZipCrypto encryption - used by zipencrypt)
        try:
            import zipfile
            with zipfile.ZipFile(filepath, 'r') as zf:
                filename = zf.namelist()[0]
                # Must pass pwd directly to extractall(), setpassword() alone doesn't work
                zf.extractall(temp_dir, pwd=b"infected")
                extracted_zip_path = os.path.join(temp_dir, filename)
                logger.debug(f"Extracted with standard zipfile (ZipCrypto): {extracted_zip_path}")
        except Exception as e:
            logger.debug(f"Standard zipfile extraction failed: {str(e)}, trying AES...")

        # If standard zipfile failed, try pyzipper for AES encryption
        if not extracted_zip_path or not os.path.exists(extracted_zip_path):
            try:
                with pyzipper.AESZipFile(filepath) as zf:
                    zf.pwd = b"infected"
                    filename = zf.namelist()[0]
                    zf.extractall(temp_dir)
                    extracted_zip_path = os.path.join(temp_dir, filename)
                    logger.debug(f"Extracted with pyzipper (AES): {extracted_zip_path}")
            except Exception as e:
                logger.error(f"Error processing zip file {filepath}: {str(e)}")
                return ImportResult.FAILED, None

        # Process the extracted binary
        if extracted_zip_path and os.path.exists(extracted_zip_path):
            return process_binary_file(
                extracted_zip_path,
                decompile,
                index_prefix,
                logger,
                selected_modules,
                dry_run,
                yara_scan,
                with_yara,
                force,
                decompile_modules=decompile_modules,
                first_seen=first_seen)
        else:
            logger.error(f"Failed to extract zip file {filepath}")
            return ImportResult.FAILED, None


def process_7zip_file(filepath, decompile, index_prefix, logger, selected_modules, dry_run=False, yara_scan=False, with_yara=False, force=False, decompile_modules=None, first_seen=None):
    logger.info(f"Processing 7zip file: {filepath}")
    with tempfile.TemporaryDirectory() as temp_dir:
        try:
            with py7zr.SevenZipFile(filepath, mode="r", password="infected") as z:
                z.extractall(path=temp_dir)
                logger.debug(f"Extracted 7zip to: {temp_dir}")
                for root, _, files in os.walk(temp_dir):
                    for file in files:
                        extracted_file_path = os.path.join(root, file)
                        logger.debug(
                            f"Processing extracted file: {extracted_file_path}"
                        )
                        return process_binary_file(
                            extracted_file_path,
                            decompile,
                            index_prefix,
                            logger,
                            selected_modules,
                            dry_run,
                            yara_scan,
                            with_yara,
                            force,
                            decompile_modules=decompile_modules,
                            first_seen=first_seen)
        except Exception as e:
            logger.error(f"Error processing 7zip file {filepath}: {str(e)}")
            return ImportResult.FAILED, None


def process_binary_file(
    filepath, decompile, index_prefix, logger, selected_modules=None, dry_run=False, yara_scan=False, with_yara=False, force=False,
    decompile_modules=None, first_seen=None):
    """
    Process a binary file with selected modules.

    Args:
        filepath: Path to the file
        decompile: Boolean flag for decompilation
        index_prefix: Elastic index prefix
        logger: Logger instance
        selected_modules: List of module names to run, or None/'all' for all modules
        dry_run: Boolean flag for dry-run mode
        yara_scan: Boolean flag for YARA scanning only mode
        with_yara: Boolean flag for combined features + YARA mode
    """
    start_time = time.time()

    with open(filepath, "rb") as f:
        data = f.read()
    filetype = Magika().identify_bytes(data).output.label
    sha256 = hashlib.sha256(data).hexdigest()

    # Initialize exporters
    exporters = []

    clickhouse_client = None
    if dry_run:
        # Use PrintExporter for dry-run mode
        print_exporter = PrintExporter(logger, index_prefix)
        exporters.append(print_exporter)
        logger.info("DRY-RUN mode: Results will be printed instead of uploaded to database")
    elif settings.CLICKHOUSE_HOST:  # Check if ClickHouse is configured
        try:
            clickhouse_client = settings.get_clickhouse_client()
            ch_exporter = ClickHouseExporter(logger, index_prefix, client=clickhouse_client)
            exporters.append(ch_exporter)
            logger.debug("ClickHouse exporter initialized successfully")
        except Exception as e:
            logger.error(f"Failed to create ClickHouse client: {e}")
            return ImportResult.FAILED, None
    else:
        logger.error("No exporters configured - neither dry-run mode nor ClickHouse available")
        return ImportResult.FAILED, None

    # Check if file already exists in database (deduplication)
    # Skip this check for decompile mode - it has its own is_in_code_db checks
    # Skip this check when force is True (--force flag or specific --modules)
    # Skip this check for yara_scan mode - YARA dedup is handled upstream via yara_matches table
    if not decompile and not force and not yara_scan and is_in_db(sha256, index_prefix):
        logger.info(f"File already in database: {sha256}, {filepath}")
        return ImportResult.SKIPPED, filetype

    logger.debug(f"Analysing: {filepath}")
    logger.info(f"Filetype: {filetype}")
    logger.info(f"Filesize: {len(data)/1024:.2f} Kilobytes")

    results = {result: 0 for result in ImportResult}
    is_packed = _is_packed(sha256, index_prefix, logger)

    # Normalize selected_modules once. CLI default is the string "all"; some
    # callers pass a comma-separated list; programmatic callers may pass None.
    # All downstream gates expect a list, so convert here and only here. The
    # historical normalization buried at the top of the non-decompile branch
    # only saw it for one code path, leaving the decompile branch's IOC gates
    # operating on a raw string (substring matching, fragile).
    if isinstance(selected_modules, str):
        selected_modules = [m.strip() for m in selected_modules.split(",")]
    if not selected_modules:
        selected_modules = ['all']

    # Single source of truth for "should the IOC extractor run for this
    # sample". Trips on either 'all' or the explicit class name. Used at
    # every IOC call site (APK / FAT-macho slice / regular binary / JS) so
    # `--modules JSFeaturesExtractor` (or any non-IOC single selection) gets
    # the obvious "skip everything else" semantics globally, not per-format.
    ioc_module_selected = (
        'all' in selected_modules
        or 'IOCExtractorFromResults' in selected_modules
    )

    try:
        # Handle decompilation if needed
        if decompile:
            logger.debug("Running decompilation")
            if filetype == "apk":
                # APK decompilation uses JADX/apktool, not Binary Ninja
                logger.debug("APK file detected, using DecompileAPK")
                if not force and is_in_code_db(sha256, filetype=filetype):
                    logger.info(f"APK {sha256} already disassembled (smali), skipping")
                else:
                    try:
                        DecompileAPK = get_extractor_class("DecompileAPK")
                        decompiler = DecompileAPK(
                            filepath,
                            logger,
                            exporters=exporters,
                            index_prefix=index_prefix,
                            filetype="apk",
                        )
                        result = decompiler.export_data()
                        if result:
                            results[ImportResult.CORRECTLY] += 1

                            # Run IOC extraction from in-memory analysis results.
                            # Gated on the global ioc_module_selected so
                            # `--modules <SomethingElse>` skips IOC scraping
                            # consistently with the JS / binary paths.
                            if decompiler.analysis_results and ioc_module_selected:
                                try:
                                    from redb.extractors.ioc_extractor.ioc_extractor import IOCExtractorFromResults
                                    from redb.extractors.ioc_extractor.standalone_ioc_extractor import IOCType

                                    ioc_extractor = IOCExtractorFromResults(
                                        analysis_results=decompiler.analysis_results,
                                        sha256=sha256,
                                        log=logger,
                                        exporters=exporters,
                                        index_prefix=index_prefix,
                                        suppress_types={IOCType.FQDN},
                                    )
                                    ioc_extractor.export_data()
                                except Exception as e:
                                    logger.warning(f"APK IOC extraction failed (non-fatal): {e}")
                            elif decompiler.analysis_results and not ioc_module_selected:
                                logger.debug(
                                    "Skipping APK IOC extraction (not in selected_modules)"
                                )

                        elif result is False:
                            results[ImportResult.FAILED] += 1
                    except Exception as e:
                        logger.error(f"Error in DecompileAPK: {str(e)}")
                        results[ImportResult.FAILED] += 1
            elif is_packed:
                logger.info(f"File {filepath} is packed, skipping decompilation")
            else:
                from redb.extractors.decompiler import DecompileBinja
                # Check if this is a FAT Mach-O binary - need to decompile each slice separately
                if filetype == "macho":
                    try:
                        import machofile
                        macho = machofile.UniversalMachO(filepath)
                        macho.parse()
                        architectures = macho.get_architectures()
                        is_fat = len(architectures) > 1

                        if is_fat:
                            # FAT Mach-O: extract slices and decompile each one
                            logger.info(f"FAT Mach-O detected with {len(architectures)} architectures, decompiling each slice")

                            with tempfile.TemporaryDirectory() as slice_dir:
                                slices = extract_fat_slices(macho, slice_dir, logger)

                                for arch_name, slice_path, slice_sha256, slice_md5, slice_sha1 in slices:
                                    logger.info(f"Decompiling FAT slice {arch_name} ({slice_sha256})")

                                    # Check if slice already decompiled (skip check when --force)
                                    if not force and is_in_code_db(slice_sha256, filetype=filetype):
                                        logger.info(f"Slice {arch_name} ({slice_sha256}) already disassembled, skipping")
                                        continue

                                    try:
                                        with DecompileBinja(
                                            slice_path,
                                            logger,
                                            exporters=exporters,
                                            index_prefix=index_prefix,
                                            filetype=filetype,
                                            decompile_modules=decompile_modules,
                                        ) as decompiler:
                                            result = decompiler.export_data()
                                            if result:
                                                results[ImportResult.CORRECTLY] += 1

                                                # Run IOC extraction for this slice
                                                # IOC uses decompiled functions + strings, so it runs
                                                # automatically when those modules produce data.
                                                # Two independent gates apply:
                                                #   - decompile_modules (runtime sub-stage selector)
                                                #   - ioc_module_selected (global --modules gate
                                                #     shared across all formats)
                                                run_ioc = (
                                                    not decompile_modules
                                                    or "all" in decompile_modules
                                                    or "decompilation" in decompile_modules
                                                    or "strings" in decompile_modules
                                                ) and ioc_module_selected
                                                if run_ioc:
                                                    try:
                                                        from redb.extractors.ioc_extractor.ioc_extractor import IOCExtractorFromResults

                                                        if decompiler.analysis_results:
                                                            ioc_extractor = IOCExtractorFromResults(
                                                                analysis_results=decompiler.analysis_results,
                                                                sha256=slice_sha256,
                                                                log=logger,
                                                                exporters=exporters,
                                                                index_prefix=index_prefix,
                                                            )
                                                            ioc_extractor.export_data()
                                                        else:
                                                            logger.debug(f"No analysis results available for IOC extraction (slice {arch_name})")
                                                    except Exception as e:
                                                        logger.warning(f"IOC extraction failed for slice {arch_name} (non-fatal): {e}")
                                                else:
                                                    logger.debug(f"Skipping IOC extraction for slice {arch_name} (not relevant for selected decompile modules)")

                                            elif result is False:
                                                results[ImportResult.FAILED] += 1
                                    except Exception as e:
                                        logger.error(f"Error decompiling slice {arch_name}: {str(e)}")
                                        results[ImportResult.FAILED] += 1

                            # Skip the normal decompilation path since we handled FAT
                        else:
                            # Single-arch Mach-O: proceed with normal decompilation below
                            pass
                    except Exception as e:
                        logger.error(f"Error parsing Mach-O for FAT detection: {str(e)}")
                        # Fall through to normal decompilation as fallback

                # Normal decompilation for non-FAT binaries (or single-arch Mach-O)
                if not (filetype == "macho" and 'is_fat' in locals() and is_fat):
                    # Check if already decompiled (applies to all file types, skip when --force)
                    if not force and is_in_code_db(sha256, filetype=filetype):
                        logger.info(f"File {sha256} already disassembled, skipping")
                    else:
                        try:
                            with DecompileBinja(
                                filepath,
                                logger,
                                exporters=exporters,
                                index_prefix=index_prefix,
                                filetype=filetype,
                                decompile_modules=decompile_modules,
                            ) as decompiler:
                                result = decompiler.export_data()
                                if result:
                                    results[ImportResult.CORRECTLY] += 1

                                    # Run IOC extraction from in-memory analysis results.
                                    # IOC uses decompiled functions + strings, so it runs
                                    # automatically when those modules produce data.
                                    # AND-gated with the global --modules selector so
                                    # `--modules <SomethingElse>` skips IOC scraping.
                                    run_ioc = (
                                        not decompile_modules
                                        or "all" in decompile_modules
                                        or "decompilation" in decompile_modules
                                        or "strings" in decompile_modules
                                    ) and ioc_module_selected
                                    if run_ioc:
                                        try:
                                            from redb.extractors.ioc_extractor.ioc_extractor import IOCExtractorFromResults

                                            # Use analysis results directly (no ClickHouse delay needed)
                                            if decompiler.analysis_results:
                                                ioc_extractor = IOCExtractorFromResults(
                                                    analysis_results=decompiler.analysis_results,
                                                    sha256=sha256,
                                                    log=logger,
                                                    exporters=exporters,
                                                    index_prefix=index_prefix,
                                                )
                                                ioc_extractor.export_data()
                                            else:
                                                logger.debug("No analysis results available for IOC extraction")
                                        except Exception as e:
                                            # Non-fatal: log warning but don't fail decompilation
                                            logger.warning(f"IOC extraction failed (non-fatal): {e}")
                                    else:
                                        logger.debug("Skipping IOC extraction (not relevant for selected decompile modules)")

                                elif decompiler.is_dotnet():
                                    # .NET binaries are intentionally skipped, not failed
                                    logger.info("Skipping .NET binary - decompilation not supported")
                                elif result is False:
                                    # Only count as failed if explicitly False, not None
                                    results[ImportResult.FAILED] += 1
                                # result is None means no data to export (not a failure)
                        except Exception as e:
                            logger.error(f"Error in decompilation: {str(e)}")
                            results[ImportResult.FAILED] += 1
        elif yara_scan:
            # Handle YARA scanning only mode
            logger.debug("Running YARA scan only")
            try:
                extractor = YaraExtractor(
                    filepath,
                    logger,
                    exporters=exporters,
                    index_prefix=index_prefix
                )
                result = extractor.export_data()
                # YARA scan is successful even if no rules matched
                # result being None/False just means no matches, not a failure
                results[ImportResult.CORRECTLY] += 1
                if result:
                    logger.info(f"YARA scan completed with matches")
                else:
                    logger.info(f"YARA scan completed with no matches")
            except Exception as e:
                logger.error(f"Error in YARA scan: {str(e)}")
                results[ImportResult.FAILED] += 1
        else:
            # selected_modules was already normalized at the top of
            # process_binary_file — no per-branch normalization needed.

            # 1. First run DIE if selected or 'all'
            # Skip for Mach-O - DIE runs per-slice in the Mach-O handling section
            # Skip for JavaScript - DIE does not support text-based formats
            if filetype not in ("macho", "javascript"):
                if 'all' in selected_modules or 'DIEExtractor' in selected_modules:
                    try:
                        logger.debug("Running DIEExtractor")
                        extractor = DIEExtractor(
                            filepath,
                            logger,
                            exporters=exporters,
                            index_prefix=index_prefix
                        )
                        result = extractor.export_data()
                        is_packed = bool(result) if result is not None else None
                        if result:
                            results[ImportResult.CORRECTLY] += 1
                        elif result is False:
                            results[ImportResult.FAILED] += 1
                    except Exception as e:
                        logger.error(f"Error in DIEExtractor: {str(e)}")
                        results[ImportResult.FAILED] += 1

            # 2. Then run BasicProperties if selected or 'all'
            # Skip for Mach-O - BasicProperties runs for FAT container + each slice in the Mach-O handling section
            # Skip for APK - BasicProperties runs in the APK handling section
            if filetype not in ("macho", "apk", "javascript"):
                if 'all' in selected_modules or 'BasicPropertiesExtractor' in selected_modules:
                    try:
                        logger.debug("Running BasicPropertiesExtractor")
                        extractor = BasicPropertiesExtractor(
                            filepath,
                            logger,
                            exporters=exporters,
                            index_prefix=index_prefix,
                            first_seen=first_seen,
                        )
                        if is_packed is not None:
                            extractor.is_packed = is_packed
                        else:
                            extractor.is_packed = _is_packed(sha256, index_prefix, logger)
                        result = extractor.export_data()
                        if result:
                            results[ImportResult.CORRECTLY] += 1
                        elif result is False:
                            results[ImportResult.FAILED] += 1
                    except Exception as e:
                        logger.error(f"Error in BasicPropertiesExtractor: {str(e)}")
                        results[ImportResult.FAILED] += 1

            # 3. Run HashExtractor if selected or 'all'
            # Skip for Mach-O - HashExtractor runs per-slice in the Mach-O handling section
            # Skip for APK - HashExtractor runs in the APK handling section
            if filetype not in ("macho", "apk", "javascript"):
                if 'all' in selected_modules or 'HashExtractor' in selected_modules:
                    try:
                        logger.debug("Running HashExtractor")
                        extractor = HashExtractor(
                            filepath,
                            logger,
                            exporters=exporters,
                            index_prefix=index_prefix
                        )
                        result = extractor.export_data()
                        if result:
                            results[ImportResult.CORRECTLY] += 1
                        elif result is False:
                            results[ImportResult.FAILED] += 1
                    except Exception as e:
                        logger.error(f"Error in HashExtractor: {str(e)}")
                        results[ImportResult.FAILED] += 1

            # 4. Run CAPA only for supported formats (PE, ELF, .NET)
            if filetype in ('pebin', 'elf'):
                if 'all' in selected_modules or 'CAPAExtractor' in selected_modules:
                    try:
                        logger.debug("Running CAPAExtractor")
                        extractor = CAPAExtractor(
                            filepath,
                            logger,
                            exporters=exporters,
                            index_prefix=index_prefix
                        )
                        result = extractor.export_data()
                        if result:
                            results[ImportResult.CORRECTLY] += 1
                        elif result is False:
                            results[ImportResult.FAILED] += 1
                    except Exception as e:
                        logger.error(f"Error in CAPAExtractor: {str(e)}")
                        results[ImportResult.FAILED] += 1

            # 5. Run Malcontent for supported formats (configurable via MALCONTENT_FORMATS)
            malcontent_formats = os.getenv("MALCONTENT_FORMATS", "pebin,elf,macho,apk,javascript").split(",")
            if filetype in malcontent_formats:
                if 'all' in selected_modules or 'MalcontentExtractor' in selected_modules:
                    try:
                        logger.debug("Running MalcontentExtractor")
                        extractor = MalcontentExtractor(
                            filepath,
                            logger,
                            exporters=exporters,
                            index_prefix=index_prefix
                        )
                        result = extractor.export_data()
                        if result:
                            results[ImportResult.CORRECTLY] += 1
                        elif result is False:
                            results[ImportResult.FAILED] += 1
                    except Exception as e:
                        logger.error(f"Error in MalcontentExtractor: {str(e)}")
                        results[ImportResult.FAILED] += 1

            # 6. Handle filetype-specific modules
            if filetype == "pebin":
                pe_modules = [m for m in get_filetype_modules("pebin")
                              if m.__name__ != "PEDotNetExtractor"]

                for module in pe_modules:
                    if 'all' in selected_modules or module.__name__ in selected_modules:
                        try:
                            logger.debug(f"Running {module.__name__}")
                            extractor = module(
                                filepath,
                                logger,
                                exporters=exporters,
                                index_prefix=index_prefix
                            )
                            result = extractor.export_data()
                            if result:
                                results[ImportResult.CORRECTLY] += 1
                            elif result is False:
                                results[ImportResult.FAILED] += 1
                            # result is None means no data to export (not a failure)
                        except Exception as e:
                            logger.error(f"Error in {module.__name__}: {str(e)}")
                            results[ImportResult.FAILED] += 1

                # Handle PEDotNetExtractor separately due to its special check
                if 'all' in selected_modules or 'PEDotNetExtractor' in selected_modules:
                    if check_dotnet(filepath, logger):
                        try:
                            logger.debug("Running PEDotNetExtractor")
                            PEDotNetExtractor = get_extractor_class("PEDotNetExtractor")
                            extractor = PEDotNetExtractor(
                                filepath,
                                logger,
                                exporters=exporters,
                                index_prefix=index_prefix
                            )
                            result = extractor.export_data()
                            if result:
                                results[ImportResult.CORRECTLY] += 1
                            elif result is False:
                                results[ImportResult.FAILED] += 1
                            # result is None means no data to export (not a failure)
                        except Exception as e:
                            logger.error(f"Error in PEDotNetExtractor: {str(e)}")
                            results[ImportResult.FAILED] += 1
            elif filetype == "elf":
                logger.debug("ELF file detected")
                elf_modules = get_filetype_modules("elf")

                # Parse ELF file once and share across all extractors for efficiency
                try:
                    from elftools.elf.elffile import ELFFile
                    with open(filepath, 'rb') as f:
                        elf_file = ELFFile(f)
                        if not elf_file:
                            logger.error(f"Failed to parse ELF file: {filepath}")
                        else:
                            logger.debug("ELF file parsed successfully, sharing across extractors")

                            for module in elf_modules:
                                if 'all' in selected_modules or module.__name__ in selected_modules:
                                    try:
                                        logger.debug(f"Running {module.__name__}")
                                        # Pass the pre-parsed ELF object to avoid re-parsing
                                        extractor = module(
                                            filepath,
                                            logger,
                                            exporters=exporters,
                                            index_prefix=index_prefix,
                                            elf=elf_file
                                        )
                                        result = extractor.export_data()
                                        if result:
                                            results[ImportResult.CORRECTLY] += 1
                                        elif result is False:
                                            results[ImportResult.FAILED] += 1
                                        # result is None means no data to export (not a failure)
                                    except Exception as e:
                                        logger.error(f"Error in {module.__name__}: {str(e)}")
                                        results[ImportResult.FAILED] += 1
                except Exception as e:
                    logger.error(f"Failed to parse ELF file {filepath}: {str(e)}")
                    # Fallback to individual parsing if shared parsing fails
                    for module in elf_modules:
                        if 'all' in selected_modules or module.__name__ in selected_modules:
                            try:
                                logger.debug(f"Running {module.__name__} (fallback mode)")
                                extractor = module(
                                    filepath,
                                    logger,
                                    exporters=exporters,
                                    index_prefix=index_prefix
                                )
                                result = extractor.export_data()
                                if result:
                                    results[ImportResult.CORRECTLY] += 1
                                elif result is False:
                                    results[ImportResult.FAILED] += 1
                                # result is None means no data to export (not a failure)
                            except Exception as e:
                                logger.error(f"Error in {module.__name__}: {str(e)}")
                                results[ImportResult.FAILED] += 1

            elif filetype == "macho":
                logger.debug("MACHO file detected")
                macho_modules = get_filetype_modules("macho")

                # Parse MachO file once and share across all extractors for efficiency
                try:
                    import machofile
                    macho = machofile.UniversalMachO(filepath)
                    macho.parse()
                    logger.debug("MachO file parsed successfully, sharing across extractors")

                    architectures = macho.get_architectures()
                    is_fat = len(architectures) > 1
                    logger.debug(f"MachO architectures: {architectures}, is_fat: {is_fat}")

                    if is_fat:
                        # === FAT BINARY HANDLING ===
                        # Get FAT container hash info
                        fat_general_info = macho.get_general_info()
                        fat_info = fat_general_info.get('fat', {})
                        fat_sha256 = fat_info.get('SHA256')
                        fat_md5 = fat_info.get('MD5')
                        fat_sha1 = fat_info.get('SHA1')
                        logger.info(f"Processing FAT binary with {len(architectures)} architectures: {fat_sha256}")

                        # Collect slice info: SHA256, architecture, and filetype for each slice
                        child_sha256_list = []
                        child_architecture_list = []
                        child_filetype_list = []
                        for arch_name in architectures:
                            arch_info = macho.get_general_info(arch=arch_name)
                            if arch_info and arch_info.get('SHA256'):
                                child_sha256_list.append(arch_info.get('SHA256'))
                                child_architecture_list.append(arch_name)
                                # For FAT Mach-O, all slices are macho type
                                child_filetype_list.append('macho')
                        logger.debug(f"FAT container children: sha256={child_sha256_list}, arch={child_architecture_list}")

                        # 1. Insert FAT container into basic_properties (parent_sha256=NULL, is_fat=True)
                        if 'all' in selected_modules or 'BasicPropertiesExtractor' in selected_modules:
                            try:
                                logger.debug("Running BasicPropertiesExtractor for FAT container")
                                fat_extractor = BasicPropertiesExtractor(
                                    filepath,
                                    logger,
                                    exporters=exporters,
                                    index_prefix=index_prefix,
                                    parent_sha256=None,
                                    precomputed_hashes={'SHA256': fat_sha256, 'MD5': fat_md5, 'SHA1': fat_sha1},
                                    is_fat=True,
                                    child_sha256=child_sha256_list,
                                    child_architecture=child_architecture_list,
                                    child_filetype=child_filetype_list,
                                    first_seen=first_seen,
                                )
                                if is_packed is not None:
                                    fat_extractor.is_packed = is_packed
                                result = fat_extractor.export_data()
                                if result:
                                    results[ImportResult.CORRECTLY] += 1
                                elif result is False:
                                    results[ImportResult.FAILED] += 1
                            except Exception as e:
                                logger.error(f"Error in BasicPropertiesExtractor (FAT container): {str(e)}")
                                results[ImportResult.FAILED] += 1

                        # 1b. HashExtractor for FAT container (with macho object for similarity hashes)
                        if 'all' in selected_modules or 'HashExtractor' in selected_modules:
                            try:
                                logger.debug("Running HashExtractor for FAT container")
                                fat_hash_extractor = HashExtractor(
                                    filepath,
                                    logger,
                                    exporters=exporters,
                                    index_prefix=index_prefix,
                                    macho=macho
                                )
                                result = fat_hash_extractor.export_data()
                                if result:
                                    results[ImportResult.CORRECTLY] += 1
                                elif result is False:
                                    results[ImportResult.FAILED] += 1
                            except Exception as e:
                                logger.error(f"Error in HashExtractor (FAT container): {str(e)}")
                                results[ImportResult.FAILED] += 1

                        # 2. Extract slices and process each
                        with tempfile.TemporaryDirectory() as slice_dir:
                            slices = extract_fat_slices(macho, slice_dir, logger)

                            for arch_name, slice_path, slice_sha256, slice_md5, slice_sha1 in slices:
                                # 2a. BasicProperties for slice (parent_sha256=fat_sha256)
                                if 'all' in selected_modules or 'BasicPropertiesExtractor' in selected_modules:
                                    try:
                                        logger.debug(f"Running BasicPropertiesExtractor for slice {arch_name}")
                                        slice_extractor = BasicPropertiesExtractor(
                                            slice_path,
                                            logger,
                                            exporters=exporters,
                                            index_prefix=index_prefix,
                                            parent_sha256=fat_sha256,
                                            precomputed_hashes={'SHA256': slice_sha256, 'MD5': slice_md5, 'SHA1': slice_sha1},
                                            first_seen=first_seen,
                                        )
                                        if is_packed is not None:
                                            slice_extractor.is_packed = is_packed
                                        result = slice_extractor.export_data()
                                        if result:
                                            results[ImportResult.CORRECTLY] += 1
                                        elif result is False:
                                            results[ImportResult.FAILED] += 1
                                    except Exception as e:
                                        logger.error(f"Error in BasicPropertiesExtractor (slice {arch_name}): {str(e)}")
                                        results[ImportResult.FAILED] += 1

                                # 2b. DIE for slice
                                if 'all' in selected_modules or 'DIEExtractor' in selected_modules:
                                    try:
                                        logger.debug(f"Running DIEExtractor for slice {arch_name}")
                                        die_extractor = DIEExtractor(
                                            slice_path,
                                            logger,
                                            exporters=exporters,
                                            index_prefix=index_prefix,
                                            precomputed_hashes={'SHA256': slice_sha256, 'MD5': slice_md5, 'SHA1': slice_sha1}
                                        )
                                        result = die_extractor.export_data()
                                        if result:
                                            results[ImportResult.CORRECTLY] += 1
                                        elif result is False:
                                            results[ImportResult.FAILED] += 1
                                    except Exception as e:
                                        logger.error(f"Error in DIEExtractor (slice {arch_name}): {str(e)}")
                                        results[ImportResult.FAILED] += 1

                                # 2c. HashExtractor for slice
                                if 'all' in selected_modules or 'HashExtractor' in selected_modules:
                                    try:
                                        logger.debug(f"Running HashExtractor for slice {arch_name}")
                                        hash_extractor = HashExtractor(
                                            slice_path,
                                            logger,
                                            exporters=exporters,
                                            index_prefix=index_prefix
                                        )
                                        result = hash_extractor.export_data()
                                        if result:
                                            results[ImportResult.CORRECTLY] += 1
                                        elif result is False:
                                            results[ImportResult.FAILED] += 1
                                    except Exception as e:
                                        logger.error(f"Error in HashExtractor (slice {arch_name}): {str(e)}")
                                        results[ImportResult.FAILED] += 1

                        # 3. MachO extractors (already work per-slice via machofile API)
                        for module in macho_modules:
                            if 'all' in selected_modules or module.__name__ in selected_modules:
                                try:
                                    logger.debug(f"Running {module.__name__}")
                                    extractor = module(
                                        filepath,
                                        logger,
                                        exporters=exporters,
                                        index_prefix=index_prefix,
                                        macho=macho
                                    )
                                    result = extractor.export_data()
                                    if result:
                                        results[ImportResult.CORRECTLY] += 1
                                    elif result is False:
                                        results[ImportResult.FAILED] += 1
                                except Exception as e:
                                    logger.error(f"Error in {module.__name__}: {str(e)}")
                                    results[ImportResult.FAILED] += 1

                    else:
                        # === SINGLE-ARCH HANDLING ===
                        # Run DIE for single-arch Mach-O
                        if 'all' in selected_modules or 'DIEExtractor' in selected_modules:
                            try:
                                logger.debug("Running DIEExtractor for single-arch Mach-O")
                                extractor = DIEExtractor(
                                    filepath,
                                    logger,
                                    exporters=exporters,
                                    index_prefix=index_prefix
                                )
                                result = extractor.export_data()
                                is_packed = bool(result) if result is not None else None
                                if result:
                                    results[ImportResult.CORRECTLY] += 1
                                elif result is False:
                                    results[ImportResult.FAILED] += 1
                            except Exception as e:
                                logger.error(f"Error in DIEExtractor: {str(e)}")
                                results[ImportResult.FAILED] += 1

                        # Run BasicProperties for single-arch Mach-O
                        if 'all' in selected_modules or 'BasicPropertiesExtractor' in selected_modules:
                            try:
                                logger.debug("Running BasicPropertiesExtractor for single-arch Mach-O")
                                extractor = BasicPropertiesExtractor(
                                    filepath,
                                    logger,
                                    exporters=exporters,
                                    index_prefix=index_prefix,
                                    parent_sha256=None,
                                    first_seen=first_seen,
                                )
                                if is_packed is not None:
                                    extractor.is_packed = is_packed
                                result = extractor.export_data()
                                if result:
                                    results[ImportResult.CORRECTLY] += 1
                                elif result is False:
                                    results[ImportResult.FAILED] += 1
                            except Exception as e:
                                logger.error(f"Error in BasicPropertiesExtractor: {str(e)}")
                                results[ImportResult.FAILED] += 1

                        # Run HashExtractor for single-arch Mach-O (with macho object for similarity hashes)
                        if 'all' in selected_modules or 'HashExtractor' in selected_modules:
                            try:
                                logger.debug("Running HashExtractor for single-arch Mach-O")
                                extractor = HashExtractor(
                                    filepath,
                                    logger,
                                    exporters=exporters,
                                    index_prefix=index_prefix,
                                    macho=macho
                                )
                                result = extractor.export_data()
                                if result:
                                    results[ImportResult.CORRECTLY] += 1
                                elif result is False:
                                    results[ImportResult.FAILED] += 1
                            except Exception as e:
                                logger.error(f"Error in HashExtractor: {str(e)}")
                                results[ImportResult.FAILED] += 1

                        # Run MachO-specific extractors
                        for module in macho_modules:
                            if 'all' in selected_modules or module.__name__ in selected_modules:
                                try:
                                    logger.debug(f"Running {module.__name__}")
                                    extractor = module(
                                        filepath,
                                        logger,
                                        exporters=exporters,
                                        index_prefix=index_prefix,
                                        macho=macho
                                    )
                                    result = extractor.export_data()
                                    if result:
                                        results[ImportResult.CORRECTLY] += 1
                                    elif result is False:
                                        results[ImportResult.FAILED] += 1
                                except Exception as e:
                                    logger.error(f"Error in {module.__name__}: {str(e)}")
                                    results[ImportResult.FAILED] += 1

                except Exception as e:
                    logger.error(f"Failed to parse MachO file {filepath}: {str(e)}")

                    # Run generic extractors — these don't need machofile
                    # and must succeed even for corrupted/unparseable Mach-O files
                    if 'all' in selected_modules or 'BasicPropertiesExtractor' in selected_modules:
                        try:
                            logger.debug("Running BasicPropertiesExtractor for Mach-O (fallback)")
                            extractor = BasicPropertiesExtractor(
                                filepath,
                                logger,
                                exporters=exporters,
                                index_prefix=index_prefix,
                                parent_sha256=None,
                                first_seen=first_seen,
                            )
                            if is_packed is not None:
                                extractor.is_packed = is_packed
                            result = extractor.export_data()
                            if result:
                                results[ImportResult.CORRECTLY] += 1
                            elif result is False:
                                results[ImportResult.FAILED] += 1
                        except Exception as e:
                            logger.error(f"Error in BasicPropertiesExtractor (Mach-O fallback): {str(e)}")
                            results[ImportResult.FAILED] += 1

                    if 'all' in selected_modules or 'HashExtractor' in selected_modules:
                        try:
                            logger.debug("Running HashExtractor for Mach-O (fallback)")
                            extractor = HashExtractor(
                                filepath,
                                logger,
                                exporters=exporters,
                                index_prefix=index_prefix,
                            )
                            result = extractor.export_data()
                            if result:
                                results[ImportResult.CORRECTLY] += 1
                            elif result is False:
                                results[ImportResult.FAILED] += 1
                        except Exception as e:
                            logger.error(f"Error in HashExtractor (Mach-O fallback): {str(e)}")
                            results[ImportResult.FAILED] += 1

                    # Fallback to individual parsing for format-specific extractors
                    for module in macho_modules:
                        if 'all' in selected_modules or module.__name__ in selected_modules:
                            try:
                                logger.debug(f"Running {module.__name__} (fallback mode)")
                                extractor = module(
                                    filepath,
                                    logger,
                                    exporters=exporters,
                                    index_prefix=index_prefix
                                )
                                result = extractor.export_data()
                                if result:
                                    results[ImportResult.CORRECTLY] += 1
                                elif result is False:
                                    results[ImportResult.FAILED] += 1
                            except Exception as e:
                                logger.error(f"Error in {module.__name__}: {str(e)}")
                                results[ImportResult.FAILED] += 1

            elif filetype == "apk":
                logger.debug("APK file detected")
                apk_modules = get_filetype_modules("apk")

                # Run generic extractors first — these don't need androguard
                # and must succeed even for corrupted/invalid APKs
                if 'all' in selected_modules or 'BasicPropertiesExtractor' in selected_modules:
                    try:
                        logger.debug("Running BasicPropertiesExtractor for APK")
                        extractor = BasicPropertiesExtractor(
                            filepath,
                            logger,
                            exporters=exporters,
                            index_prefix=index_prefix,
                            parent_sha256=None,
                            first_seen=first_seen,
                        )
                        if is_packed is not None:
                            extractor.is_packed = is_packed
                        result = extractor.export_data()
                        if result:
                            results[ImportResult.CORRECTLY] += 1
                        elif result is False:
                            results[ImportResult.FAILED] += 1
                    except Exception as e:
                        logger.error(f"Error in BasicPropertiesExtractor (APK): {str(e)}")
                        results[ImportResult.FAILED] += 1

                if 'all' in selected_modules or 'HashExtractor' in selected_modules:
                    try:
                        logger.debug("Running HashExtractor for APK")
                        extractor = HashExtractor(
                            filepath,
                            logger,
                            exporters=exporters,
                            index_prefix=index_prefix,
                        )
                        result = extractor.export_data()
                        if result:
                            results[ImportResult.CORRECTLY] += 1
                        elif result is False:
                            results[ImportResult.FAILED] += 1
                    except Exception as e:
                        logger.error(f"Error in HashExtractor (APK): {str(e)}")
                        results[ImportResult.FAILED] += 1

                # Parse APK file once and share across all APK-specific extractors
                try:
                    from androguard.core.apk import APK
                    apk = APK(filepath)
                    logger.debug("APK file parsed successfully, sharing across extractors")

                    # Run APK-specific extractors
                    for module in apk_modules:
                        if 'all' in selected_modules or module.__name__ in selected_modules:
                            try:
                                logger.debug(f"Running {module.__name__}")
                                extractor = module(
                                    filepath,
                                    logger,
                                    exporters=exporters,
                                    index_prefix=index_prefix,
                                    apk=apk
                                )
                                result = extractor.export_data()
                                if result:
                                    results[ImportResult.CORRECTLY] += 1
                                elif result is False:
                                    results[ImportResult.FAILED] += 1
                            except Exception as e:
                                logger.error(f"Error in {module.__name__}: {str(e)}")
                                results[ImportResult.FAILED] += 1

                except Exception as e:
                    logger.error(f"Failed to parse APK file {filepath}: {str(e)}")
                    # Fallback to individual parsing if shared parsing fails
                    for module in apk_modules:
                        if 'all' in selected_modules or module.__name__ in selected_modules:
                            try:
                                logger.debug(f"Running {module.__name__} (fallback mode)")
                                extractor = module(
                                    filepath,
                                    logger,
                                    exporters=exporters,
                                    index_prefix=index_prefix
                                )
                                result = extractor.export_data()
                                if result:
                                    results[ImportResult.CORRECTLY] += 1
                                elif result is False:
                                    results[ImportResult.FAILED] += 1
                            except Exception as e:
                                logger.error(f"Error in {module.__name__}: {str(e)}")
                                results[ImportResult.FAILED] += 1
            elif filetype == "javascript":
                logger.debug("JavaScript file detected")
                js_modules = get_filetype_modules("javascript")

                # Run generic extractors first
                if 'all' in selected_modules or 'BasicPropertiesExtractor' in selected_modules:
                    try:
                        logger.debug("Running BasicPropertiesExtractor for JavaScript")
                        extractor = BasicPropertiesExtractor(
                            filepath,
                            logger,
                            exporters=exporters,
                            index_prefix=index_prefix,
                            first_seen=first_seen,
                            parent_sha256=None,
                        )
                        result = extractor.export_data()
                        if result:
                            results[ImportResult.CORRECTLY] += 1
                        elif result is False:
                            results[ImportResult.FAILED] += 1
                    except Exception as e:
                        logger.error(f"Error in BasicPropertiesExtractor (JS): {str(e)}")
                        results[ImportResult.FAILED] += 1

                if 'all' in selected_modules or 'HashExtractor' in selected_modules:
                    try:
                        logger.debug("Running HashExtractor for JavaScript")
                        extractor = HashExtractor(
                            filepath,
                            logger,
                            exporters=exporters,
                            index_prefix=index_prefix,
                        )
                        result = extractor.export_data()
                        if result:
                            results[ImportResult.CORRECTLY] += 1
                        elif result is False:
                            results[ImportResult.FAILED] += 1
                    except Exception as e:
                        logger.error(f"Error in HashExtractor (JS): {str(e)}")
                        results[ImportResult.FAILED] += 1

                # Build one JSContext per sample and thread it through every
                # JS extractor: disk read + decode + scan + AST happen once.
                try:
                    from redb.extractors.js_extractors.js_context import JSContext

                    js_ctx = JSContext.from_path(
                        filepath, log=logger, content_type=filetype
                    )
                    source = js_ctx.source
                    logger.debug("JS source loaded, sharing across extractors")

                    for module in js_modules:
                        if 'all' in selected_modules or module.__name__ in selected_modules:
                            try:
                                logger.debug(f"Running {module.__name__}")
                                extractor = module(
                                    filepath,
                                    logger,
                                    exporters=exporters,
                                    index_prefix=index_prefix,
                                    context=js_ctx,
                                )
                                result = extractor.export_data()
                                if result:
                                    results[ImportResult.CORRECTLY] += 1
                                elif result is False:
                                    results[ImportResult.FAILED] += 1
                            except Exception as e:
                                logger.error(f"Error in {module.__name__}: {str(e)}")
                                results[ImportResult.FAILED] += 1

                    # Run IOC extraction using the shared IOC extractor. Gated
                    # on the global `ioc_module_selected` flag computed at the
                    # top of process_binary_file so `--modules
                    # JSFeaturesExtractor` (or any non-IOC single selection)
                    # skips IOC scraping for every format consistently.
                    if ioc_module_selected:
                        try:
                            import hashlib as _hashlib
                            from redb.extractors.ioc_extractor.ioc_extractor import IOCExtractorFromResults

                            # Three IOC surfaces are fed in for JS samples:
                            #   text_raw          — the source as-is on disk
                            #   text_normalized   — the deobfuscated/beautified
                            #                       form (only when it differs
                            #                       from raw; avoids double-
                            #                       scraping byte-identical
                            #                       jsbeautifier output)
                            #   strings           — the per-string decodings
                            #                       from JSStringsExtractor
                            #                       (hex/unicode/charcode/
                            #                       base64/concat unpacked into
                            #                       plaintext; empty when
                            #                       JSStringsExtractor was
                            #                       excluded via --modules)
                            text_raw_entries = [{
                                "content": source,
                                "content_hash": sha256,
                            }]
                            text_normalized_entries = []
                            deobf_text, _ = js_ctx.deobfuscated
                            if deobf_text and deobf_text != source:
                                text_normalized_entries.append({
                                    "content": deobf_text,
                                    "content_hash": _hashlib.sha256(
                                        deobf_text.encode("utf-8")
                                    ).hexdigest(),
                                })

                            decoded_strings = js_ctx.decoded_strings or []
                            strings_entries = [
                                {
                                    "string": s.get("string", ""),
                                    "string_offset": s.get("string_offset", 0),
                                }
                                for s in decoded_strings
                            ]

                            analysis_results = {
                                "strings": strings_entries,
                                "text_raw": text_raw_entries,
                                "text_normalized": text_normalized_entries,
                            }
                            ioc_extractor = IOCExtractorFromResults(
                                analysis_results=analysis_results,
                                sha256=sha256,
                                log=logger,
                                exporters=exporters,
                                index_prefix=index_prefix,
                                # JS-context FQDN filter: rejects candidates
                                # that are JS object-access syntax
                                # (this.foo.bar, process.id, lib.so,
                                # Component.name, ...) which otherwise drown
                                # out real C2 hostnames. See JS_FP_TLDS /
                                # JS_FP_SLDS in standalone_ioc_extractor.
                                js_context=True,
                            )
                            ioc_extractor.export_data()
                        except Exception as e:
                            logger.warning(f"JS IOC extraction failed (non-fatal): {e}")
                    else:
                        logger.debug(
                            "Skipping JS IOC extraction (not in selected_modules)"
                        )

                except Exception as e:
                    logger.error(f"Failed to read JS file {filepath}: {str(e)}")
                    results[ImportResult.FAILED] += 1

            else:
                logger.info(f"Unsupported Filetype: {filetype}")
                return ImportResult.SKIPPED, filetype

            # Handle YARA scanning when with_yara is enabled (combined features + YARA mode)
            if with_yara:
                logger.debug("Running YARA scan (with_yara mode)")
                try:
                    extractor = YaraExtractor(
                        filepath,
                        logger,
                        exporters=exporters,
                        index_prefix=index_prefix
                    )
                    result = extractor.export_data()
                    # YARA scan is successful even if no rules matched
                    results[ImportResult.CORRECTLY] += 1
                    if result:
                        logger.info(f"YARA scan completed with matches")
                    else:
                        logger.info(f"YARA scan completed with no matches")
                except Exception as e:
                    logger.error(f"Error in YARA scan (with_yara): {str(e)}")
                    results[ImportResult.FAILED] += 1

        elapsed_time = time.time() - start_time
        logger.info(f"Total processing time: {elapsed_time:.2f} seconds")

        # Determine final status
        if all(v == 0 for v in results.values()):
            return ImportResult.SKIPPED, filetype
        elif results[ImportResult.CORRECTLY] > 0 and results[ImportResult.FAILED] == 0:
            return ImportResult.CORRECTLY, filetype
        elif results[ImportResult.FAILED] > 0 and results[ImportResult.CORRECTLY] == 0:
            return ImportResult.FAILED, filetype
        elif results[ImportResult.CORRECTLY] > 0 and results[ImportResult.FAILED] > 0:
            # Some succeeded, some failed - this is PARTIALLY
            return ImportResult.PARTIALLY, filetype
        elif results[ImportResult.CORRECTLY] > 0:
            # Only successes, no failures
            return ImportResult.CORRECTLY, filetype
        else:
            # Only failures, no successes
            return ImportResult.FAILED, filetype
    finally:
        # Close client after all modules are done
        if clickhouse_client:
            try:
                clickhouse_client.close()
            except:
                pass


def worker(args):
    """
    Worker function for local files with direct logging (similar to S3 workers)
    """
    (
        filepath,
        decompile,
        index_prefix,
        log_file,
        file_number,
        total_files,
        selected_modules,
        dry_run,
        yara_scan,
        with_yara,
        force,
        decompile_modules,
    ) = args

    # Setup timeout management - use different timeouts for decompilation
    if decompile:
        REDB_TIMEOUT = int(os.getenv("DECOMPILE_WORKER_TIMEOUT", "2700"))  # 45 minutes for decompilation
    else:
        REDB_TIMEOUT = int(os.getenv("REDB_TIMEOUT", "600"))  # 10 minutes for normal analysis

    # Define timeout handler
    def timeout_handler(signum, frame):
        # Setup a logger
        filename = os.path.basename(filepath)
        worker_pid = os.getpid()
        logger = setup_direct_logger(log_file, filename, worker_pid)

        # Log timeout information
        logger.error(
            f"TIMEOUT: Worker processing {filepath} exceeded {REDB_TIMEOUT} seconds. "
            f"Decompilation mode: {decompile}. Terminating worker."
        )

        # Force clean up before exit to help release resources
        gc.collect()

        # Exit this worker process
        os._exit(1)

    # Register timeout handler
    signal.signal(signal.SIGALRM, timeout_handler)
    signal.alarm(REDB_TIMEOUT)  # Set alarm for REDB_TIMEOUT seconds

    try:
        # Process the file
        result = process_file(
            filepath,
            decompile,
            index_prefix,
            log_file,
            file_number,
            total_files,
            selected_modules,
            dry_run,
            yara_scan,
            with_yara,
            force,
            decompile_modules=decompile_modules,
        )

        # Cancel the alarm
        signal.alarm(0)

        # Force garbage collection before exiting
        gc.collect(2)

        return result

    except Exception as e:
        # Log any exceptions
        filename = os.path.basename(filepath)
        worker_pid = os.getpid()
        logger = setup_direct_logger(log_file, filename, worker_pid)

        logger.error(f"Worker error processing {filepath}: {str(e)}")

        # Force garbage collection before exiting
        gc.collect()

        # Cancel the alarm
        signal.alarm(0)

        return ImportResult.FAILED, None
    finally:
        # Make sure alarm is cancelled
        signal.alarm(0)

        # Final cleanup operations
        gc.collect()

        # Kill any potentially lingering child processes
        try:
            current_proc = psutil.Process()
            for child in current_proc.children(recursive=True):
                try:
                    child.terminate()
                except:
                    pass
        except:
            pass


def direct_s3_worker(s3_bucket, s3_key, temp_dir, decompile, index_prefix, log_file, file_number, total_files, selected_modules, result_queue, dry_run=False, yara_scan=False, with_yara=False, force=False, decompile_modules=None, first_seen=None):
    """
    Worker function that directly puts results in a queue rather than using futures.

    This is the current active S3 worker used in production:
    - Downloads S3 file to local temp directory
    - Processes the file using extractors
    - Puts results directly into a multiprocessing.Queue
    - Uses dynamic timeouts (45min for decompile, 20min for analysis)
    - Designed for multiprocessing.Process() with queue-based result collection
    - Provides better error handling and timeout recovery
    - Used by _process_files_streaming() method for S3 file processing
    """
    import os
    import gc
    import signal
    import time

    # Get our own PID
    worker_pid = os.getpid()

    # Setup direct logging
    logger = setup_direct_logger(log_file, os.path.basename(s3_key), worker_pid)

    # Setup timeout management based on decompile flag
    if decompile:
        REDB_TIMEOUT = int(os.getenv("DECOMPILE_WORKER_TIMEOUT", "2700"))  # 45 minutes for decompilation
    else:
        REDB_TIMEOUT = int(os.getenv("REDB_TIMEOUT", "1200"))  # 20 minutes for normal analysis

    # Define timeout handler
    def timeout_handler(signum, frame):
        logger.error(
            f"TIMEOUT: Worker {worker_pid} processing S3 file {s3_key} exceeded {REDB_TIMEOUT} seconds. "
            f"Decompile mode: {decompile}."
        )
        # Return a failure result
        try:
            result_queue.put({
                "status": "FAILED",
                "filetype": None,
                "worker_pid": worker_pid,
                "s3_key": s3_key,
                "file_number": file_number,
                "error": "Timeout"
            })
        except:
            pass

        # Force exit
        gc.collect()
        os._exit(1)

    # Register timeout handler
    signal.signal(signal.SIGALRM, timeout_handler)
    signal.alarm(REDB_TIMEOUT)

    try:
        logger.info(f"Processing S3 file {file_number}/{total_files}: {s3_key}")

        local_path = download_s3_object(s3_bucket, s3_key, temp_dir, logger)
        if not local_path:
            logger.error(f"Failed to download {s3_key}")
            result_queue.put({
                "status": "FAILED",
                "filetype": None,
                "worker_pid": worker_pid,
                "s3_key": s3_key,
                "file_number": file_number,
                "error": "Download failed"
            })
            return

        # Process the downloaded file
        result, filetype = _process_file_internal(
            local_path, decompile, index_prefix, logger, selected_modules, dry_run, yara_scan, with_yara, force,
            decompile_modules=decompile_modules,
            first_seen=first_seen,
        )

        # Cancel the alarm
        signal.alarm(0)

        # Force garbage collection
        gc.collect()

        # Put result in queue
        result_queue.put({
            "status": result.name if hasattr(result, "name") else str(result),
            "filetype": filetype,
            "worker_pid": worker_pid,
            "s3_key": s3_key,
            "file_number": file_number
        })

    except Exception as e:
        logger.error(f"S3 worker error processing {s3_key}: {str(e)}")

        # Cancel the alarm
        signal.alarm(0)

        # Put error result in queue
        try:
            result_queue.put({
                "status": "FAILED",
                "filetype": None,
                "worker_pid": worker_pid,
                "s3_key": s3_key,
                "file_number": file_number,
                "error": str(e)
            })
        except:
            pass

    finally:
        # Make sure alarm is cancelled
        signal.alarm(0)
        gc.collect()