Mahesh K. Varanasi

217 papers B 60Misc 12Journal 129Unranked 16
YearRankTypeTitle / Venue / Authors
2024 conf
ICC
Youjian Eugene Liu, Mahesh K. Varanasi, Ibrahim Khalife, Ali Abbasi
2023 J jnl
IEEE Trans. Inf. Theory
Mohamed Salman, Mahesh K. Varanasi
2023 J jnl
IEEE Trans. Inf. Theory
Mohamed Salman, Mahesh K. Varanasi
2022 B conf
ISIT
Aniruddha Phatak, Mahesh K. Varanasi
2022 B conf
ISIT
Aniruddha Phatak, Mahesh K. Varanasi
2020 B conf
ISIT
Mohamed Salman, Mahesh K. Varanasi
2020 J jnl
IEEE Trans. Inf. Theory
Mohamed Salman, Mahesh K. Varanasi
2020 J jnl
IEEE Trans. Inf. Theory
Yimin Pang, Mahesh K. Varanasi
2020 B conf
ISIT
Mohamed Salman, Mahesh K. Varanasi
2020 J jnl
CoRR
Mohamed Salman, Mahesh K. Varanasi
2020 B conf
ISIT
Aniruddha Phatak, Mahesh K. Varanasi
2020 B conf
ISIT
Mohamed Salman, Mahesh K. Varanasi
2020 B conf
ISIT
Mohamed Salman, Mahesh K. Varanasi
2020 J jnl
CoRR
Henry P. Romero, Mahesh K. Varanasi
2019 J jnl
IEEE Trans. Inf. Theory
Yimin Pang, Mahesh K. Varanasi
2019 B conf
ISIT
Mohamed Salman, Mahesh K. Varanasi
2019 J jnl
IEEE Trans. Inf. Theory
Kaniska Mohanty, Mahesh K. Varanasi
2019 B conf
ISIT
Mohamed Salman, Mahesh K. Varanasi
2019 B conf
ISIT
Mohamed Salman, Mahesh K. Varanasi
2018 B conf
ISIT
Yao Wang, Mahesh K. Varanasi
2018 J jnl
CoRR
Mohamed Salman, Mahesh K. Varanasi
2018 B conf
ISIT
Mohamed Salman, Mahesh K. Varanasi
2018 B conf
ISIT
Yimin Pang, Mahesh K. Varanasi
2018 J jnl
CoRR
Mohamed Salman, Mahesh K. Varanasi
2018 J jnl
IEEE Trans. Inf. Theory
Henry P. Romero, Mahesh K. Varanasi
2018 conf
WCSP
Yi Jiang, Yimeng Feng, Mahesh K. Varanasi
2018 B conf
ISIT
Mohamed Salman, Mahesh K. Varanasi
2018 J jnl
IEEE Trans. Inf. Theory
Kaniska Mohanty, Mahesh K. Varanasi
2017 J jnl
IEEE Trans. Inf. Theory
Henry P. Romero, Mahesh K. Varanasi
2017 J jnl
IEEE Trans. Inf. Theory
Yao Wang, Mahesh K. Varanasi
2017 J jnl
IEEE Trans. Inf. Theory
Yao Wang, Mahesh K. Varanasi
2017 J jnl
IEEE Trans. Inf. Theory
David Grant, Mahesh K. Varanasi
2017 B conf
ISIT
Mohamed Salman, Mahesh K. Varanasi
2017 B conf
ISIT
Henry P. Romero, Mahesh K. Varanasi
2017 J jnl
IEEE Trans. Wirel. Commun.
Kaniska Mohanty, Mahesh K. Varanasi
2017 J jnl
IEEE Trans. Inf. Theory
Henry P. Romero, Mahesh K. Varanasi
2016 J jnl
CoRR
Yimin Pang, Mahesh K. Varanasi
2016 J jnl
IEEE Commun. Lett.
Kaniska Mohanty, Mahesh K. Varanasi
2016 J jnl
CoRR
Yao Wang, Mahesh K. Varanasi
2016 J jnl
CoRR
Yao Wang, Mahesh K. Varanasi
2016 J jnl
CoRR
Kaniska Mohanty, Mahesh K. Varanasi
2015 J jnl
IEEE Commun. Lett.
Kaniska Mohanty, Mahesh K. Varanasi
2015 B conf
ISIT
Yao Wang, Mahesh K. Varanasi
2015 B conf
ISIT
Henry P. Romero, Mahesh K. Varanasi
2015 J jnl
IEEE Trans. Wirel. Commun.
Kaniska Mohanty, Chinmay S. Vaze, Mahesh K. Varanasi
2015 J jnl
IEEE Trans. Inf. Theory
Chinmay S. Vaze, Mahesh K. Varanasi
2015 J jnl
IEEE Trans. Inf. Theory
Sanjay Karmakar, Mahesh K. Varanasi
2015 B conf
ISIT
Kaniska Mohanty, Mahesh K. Varanasi
2014 Misc conf
CISS
Sanjay Karmakar, Mahesh K. Varanasi
2014 J jnl
Adv. Math. Commun.
Steve Limburg, David Grant, Mahesh K. Varanasi
2014 J jnl
IEEE Trans. Inf. Theory
Chinmay S. Vaze, Mahesh K. Varanasi
2014 J jnl
IEEE Trans. Signal Process.
Rajesh T. Krishnamachari, Mahesh K. Varanasi, Kaniska Mohanty
2014 J jnl
IEEE Trans. Inf. Theory
Chinmay S. Vaze, Mahesh K. Varanasi
2014 J jnl
IEEE Trans. Inf. Theory
Chinmay S. Vaze, Mahesh K. Varanasi
2014 B conf
ITW
Sanjay Karmakar, Mahesh K. Varanasi
2013 conf
Allerton
Henry P. Romero, Mahesh K. Varanasi
2013 J jnl
IEEE Trans. Inf. Theory
Henry P. Romero, Mahesh K. Varanasi
2013 conf
Allerton
Yimin Pang, Mahesh K. Varanasi
2013 conf
Allerton
Henry P. Romero, Mahesh K. Varanasi
2013 J jnl
CoRR
Steve Limburg, David Grant, Mahesh K. Varanasi
2013 J jnl
IEEE Trans. Signal Process.
Rajesh T. Krishnamachari, Mahesh K. Varanasi
2013 J jnl
CoRR
Kaniska Mohanty, Mahesh K. Varanasi
2013 J jnl
IEEE Trans. Signal Process.
Rajesh T. Krishnamachari, Mahesh K. Varanasi
2013 J jnl
IEEE Trans. Inf. Theory
Sanjay Karmakar, Mahesh K. Varanasi
2013 J jnl
IEEE Trans. Inf. Theory
Chinmay S. Vaze, Mahesh K. Varanasi
2012 J jnl
IEEE Trans. Inf. Theory
Chinmay S. Vaze, Mahesh K. Varanasi
2012 Misc conf
ITA
Chinmay S. Vaze, Mahesh K. Varanasi
2012 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2012 Misc conf
CISS
Chinmay S. Vaze, Mahesh K. Varanasi
2012 J jnl
IEEE Trans. Inf. Theory
Chinmay S. Vaze, Mahesh K. Varanasi
2012 J jnl
IEEE Trans. Inf. Theory
Chinmay S. Vaze, Mahesh K. Varanasi
2012 J jnl
CoRR
Kaniska Mohanty, Chinmay S. Vaze, Mahesh K. Varanasi
2012 J jnl
IEEE Trans. Inf. Theory
Sanjay Karmakar, Mahesh K. Varanasi
2012 J jnl
IEEE Trans. Inf. Theory
Sanjay Karmakar, Mahesh K. Varanasi
2012 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2012 B conf
ISIT
Sanjay Karmakar, Mahesh K. Varanasi
2011 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2011 conf
Allerton
Chinmay S. Vaze, Mahesh K. Varanasi
2011 J jnl
CoRR
Sanjay Karmakar, Mahesh K. Varanasi
2011 B conf
ISIT
Sanjay Karmakar, Mahesh K. Varanasi
2011 B conf
ISIT
Rajesh T. Krishnamachari, Mahesh K. Varanasi
2011 B conf
ISIT
Chinmay S. Vaze, Mahesh K. Varanasi
2011 B conf
ISIT
Chinmay S. Vaze, Sanjay Karmakar, Mahesh K. Varanasi
2011 J jnl
IEEE Trans. Inf. Theory
Yi Jiang, Mahesh K. Varanasi, Jian Li
2011 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2011 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2011 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2011 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2011 J jnl
CoRR
Sanjay Karmakar, Mahesh K. Varanasi
2011 J jnl
IEEE Trans. Inf. Theory
Sanjay Karmakar, Mahesh K. Varanasi
2011 J jnl
CoRR
Sanjay Karmakar, Mahesh K. Varanasi
2011 J jnl
CoRR
Sanjay Karmakar, Mahesh K. Varanasi
2011 B conf
ISIT
Chinmay S. Vaze, Mahesh K. Varanasi
2011 conf
Allerton
Chinmay S. Vaze, Mahesh K. Varanasi
2011 B conf
ISIT
Chinmay S. Vaze, Mahesh K. Varanasi
2011 B conf
ISIT
Chinmay S. Vaze, Mahesh K. Varanasi
2011 B conf
ISIT
Sanjay Karmakar, Mahesh K. Varanasi
2010 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2010 Misc conf
CISS
Chinmay S. Vaze, Mahesh K. Varanasi
2010 B conf
ISIT
Chinmay S. Vaze, Mahesh K. Varanasi
2010 B conf
ISIT
Manav Garg, Mahesh K. Varanasi
2010 B conf
ISIT
Rajesh T. Krishnamachari, Mahesh K. Varanasi
2010 J jnl
IEEE Trans. Wirel. Commun.
Narayan Prasad, Mahesh K. Varanasi
2010 B conf
ISIT
Rajesh T. Krishnamachari, Mahesh K. Varanasi
2010 J jnl
CoRR
Sanjay Karmakar, Mahesh K. Varanasi
2010 B conf
ISIT
Chinmay S. Vaze, Mahesh K. Varanasi
2010 J jnl
CoRR
Sanjay Karmakar, Mahesh K. Varanasi
2010 B conf
ISIT
Sanjay Karmakar, Mahesh K. Varanasi
2010 J jnl
CoRR
Sanjay Karmakar, Mahesh K. Varanasi
2010 B conf
ISIT
Sanjay Karmakar, Mahesh K. Varanasi
2010 B conf
ISIT
Sanjay Karmakar, Mahesh K. Varanasi
2009 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2009 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2009 B conf
ISIT
Chinmay S. Vaze, Mahesh K. Varanasi
2009 B conf
ISIT
Rajesh T. Krishnamachari, Mahesh K. Varanasi
2009 B conf
ISIT
Sanjay Karmakar, Mahesh K. Varanasi
2009 J jnl
CoRR
Rajesh T. Krishnamachari, Mahesh K. Varanasi
2009 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2009 Misc conf
CISS
Chinmay S. Vaze, Mahesh K. Varanasi
2009 Misc conf
CISS
Manav Garg, Mahesh K. Varanasi
2009 J jnl
IEEE Trans. Inf. Theory
Shivratna Giri Srinivasan, Mahesh K. Varanasi
2009 J jnl
CoRR
Chinmay S. Vaze, Mahesh K. Varanasi
2009 J jnl
IEEE Trans. Wirel. Commun.
Yi Jiang, Mahesh K. Varanasi
2008 J jnl
IEEE Trans. Inf. Theory
Narayan Prasad, Mahesh K. Varanasi, Luca Venturino, Xiaodong Wang
2008 J jnl
IEEE Trans. Wirel. Commun.
Narayan Prasad, Mahesh K. Varanasi
2008 J jnl
IEEE Trans. Inf. Theory
Narayan Prasad, Mahesh K. Varanasi
2008 conf
ACSCC
Chinmay S. Vaze, Mahesh K. Varanasi
2008 conf
ACSCC
Rajesh T. Krishnamachari, Mahesh K. Varanasi
2008 J jnl
IEEE Trans. Inf. Theory
Pranav Dayal, Mahesh K. Varanasi
2008 J jnl
Adv. Math. Commun.
David Grant, Mahesh K. Varanasi
2008 B conf
GLOBECOM
Sanjay Karmakar, Mahesh K. Varanasi
2008 J jnl
IEEE Trans. Inf. Theory
Narayan Prasad, Guosen Yue, Xiaodong Wang, Mahesh K. Varanasi
2008 conf
ICC
Youjian Liu, Mahesh K. Varanasi, Xinming Huang
2008 J jnl
IEEE Trans. Wirel. Commun.
Yi Jiang, Mahesh K. Varanasi
2008 J jnl
IEEE Trans. Wirel. Commun.
Yi Jiang, Mahesh K. Varanasi
2008 J jnl
Adv. Math. Commun.
David Grant, Mahesh K. Varanasi
2008 Misc conf
CISS
Manav Garg, Mahesh K. Varanasi
2008 B conf
ISIT
Manav Garg, Mahesh K. Varanasi
2008 conf
Allerton
Rajesh T. Krishnamachari, Mahesh K. Varanasi
2008 Misc conf
CISS
Rajesh T. Krishnamachari, Mahesh K. Varanasi
2007 J jnl
IEEE Trans. Inf. Theory
Shivratna Giri Srinivasan, Mahesh K. Varanasi
2007 J jnl
IEEE Trans. Wirel. Commun.
Deepak Das, Mahesh K. Varanasi
2007 B conf
ISIT
Yi Jiang, Mahesh K. Varanasi
2007 B conf
ISIT
Shivratna Giri Srinivasan, Mahesh K. Varanasi
2007 Misc conf
CISS
Youjian Liu, Bin Xu, Mahesh K. Varanasi
2007 J jnl
CoRR
Shivratna Giri Srinivasan, Mahesh K. Varanasi
2007 J jnl
IEEE Trans. Wirel. Commun.
Shivratna Giri Srinivasan, Mahesh K. Varanasi
2007 Misc conf
CISS
Harish Venkatachari, Mahesh K. Varanasi
2007 Misc conf
CISS
Yi Jiang, Daniel Pérez Palomar, Mahesh K. Varanasi
2007 J jnl
IEEE Trans. Wirel. Commun.
Ateet Kapur, Mahesh K. Varanasi, Clifford T. Mullis
2007 conf
ICC
Yi Jiang, Mahesh K. Varanasi
2006 Misc conf
CISS
Yi Jiang, Mahesh K. Varanasi
2006 B conf
ISIT
Shivratna Giri Srinivasan, Mahesh K. Varanasi
2006 B conf
GLOBECOM
Narayan Prasad, Mahesh K. Varanasi
2006 J jnl
IEEE Trans. Inf. Theory
Mahesh K. Varanasi, Clifford T. Mullis, Ateet Kapur
2006 J jnl
IEEE Trans. Inf. Theory
Narayan Prasad, Mahesh K. Varanasi
2006 B conf
ISIT
Narayan Prasad, Mahesh K. Varanasi
2006 J jnl
IEEE Trans. Wirel. Commun.
Mahesh K. Varanasi, Pranav Dayal
2005 J jnl
IEEE Trans. Inf. Theory
Pranav Dayal, Mahesh K. Varanasi
2005 J jnl
IEEE Trans. Inf. Theory
Tommy Guess, Mahesh K. Varanasi
2005 J jnl
IEEE Trans. Inf. Theory
Pranav Dayal, Mahesh K. Varanasi
2005 B conf
ISIT
Shivratna Giri Srinivasan, Mahesh K. Varanasi
2005 B conf
ISIT
Narayan Prasad, Mahesh K. Varanasi
2005 J jnl
IEEE Trans. Inf. Theory
Pranav Dayal, Mahesh K. Varanasi
2005 J jnl
IEEE Trans. Inf. Theory
Ateet Kapur, Mahesh K. Varanasi, Clifford T. Mullis
2004 B conf
ISIT
Ateet Kapur, Mahesh K. Varanasi
2004 J jnl
IEEE Trans. Inf. Theory
Narayan Prasad, Mahesh K. Varanasi
2004 J jnl
IEEE Trans. Commun.
Francesco Bandiera, Giuseppe Ricci, Mahesh K. Varanasi
2004 B conf
ISIT
Narayan Prasad, Mahesh K. Varanasi
2004 B conf
ISIT
Pranav Dayal, Shivratna Giri Srinivasan, Mahesh K. Varanasi
2004 B conf
ITW
Pranav Dayal, Mahesh K. Varanasi
2004 J jnl
IEEE Trans. Inf. Theory
Pranav Dayal, Matthias Brehler, Mahesh K. Varanasi
2004 J jnl
IEEE Trans. Inf. Theory
Deepak Das, Mahesh K. Varanasi
2004 B conf
ITW
Narayan Prasad, Mahesh K. Varanasi
2004 conf
ICC
Michael L. McCloud, Mahesh K. Varanasi
2003 J jnl
IEEE Trans. Inf. Theory
Tommy Guess, Mahesh K. Varanasi
2003 B conf
GLOBECOM
Pranav Dayal, Mahesh K. Varanasi
2003 J jnl
IEEE Trans. Commun.
Michael L. McCloud, Louis L. Scharf, Mahesh K. Varanasi
2003 J jnl
IEEE Trans. Inf. Theory
Ateet Kapur, Mahesh K. Varanasi
2003 J jnl
IEEE Trans. Inf. Theory
Matthias Brehler, Mahesh K. Varanasi
2003 J jnl
IEEE Trans. Inf. Theory
Matthias Brehler, Mahesh K. Varanasi
2003 B conf
GLOBECOM
Narayan Prasad, Mahesh K. Varanasi
2003 conf
ICC
Ateet Kapur, Mahesh K. Varanasi
2002 J jnl
IEEE Trans. Commun.
Artur Russ, Mahesh K. Varanasi
2002 J jnl
IEEE J. Sel. Areas Commun.
Deepak Das, Mahesh K. Varanasi
2002 J jnl
IEEE Trans. Commun.
Giuseppe Ricci, Mahesh K. Varanasi, Antonio De Maio
2002 J jnl
IEEE Trans. Commun.
Mahesh K. Varanasi, Deepak Das
2002 J jnl
J. VLSI Signal Process.
Michael L. McCloud, Mahesh K. Varanasi
2002 J jnl
IEEE Trans. Commun.
Ateet Kapur, Mahesh K. Varanasi, Deepak Das
2002 J jnl
IEEE Trans. Inf. Theory
Michael L. McCloud, Matthias Brehler, Mahesh K. Varanasi
2001 J jnl
IEEE Trans. Inf. Theory
Matthias Brehler, Mahesh K. Varanasi
2001 J jnl
IEEE Trans. Commun.
Mahesh K. Varanasi, Tommy Guess
2001 J jnl
IEEE Trans. Commun.
Eric A. Fain, Mahesh K. Varanasi
2001 B conf
ITW
Matthias Brehler, Mahesh K. Varanasi
2001 J jnl
IEEE Trans. Inf. Theory
Artur Russ, Mahesh K. Varanasi
2000 J jnl
IEEE Trans. Commun.
Deepak Das, Mahesh K. Varanasi
2000 J jnl
IEEE Trans. Commun.
Eric A. Fain, Mahesh K. Varanasi
2000 J jnl
IEEE Trans. Inf. Theory
Tommy Guess, Mahesh K. Varanasi
2000 J jnl
IEEE Trans. Commun.
Mahesh K. Varanasi, Deepak Das
2000 B conf
GLOBECOM
Matthias Brehler, Mahesh K. Varanasi
2000 J jnl
IEEE Trans. Inf. Theory
Tommy Guess, Mahesh K. Varanasi
1999 J jnl
IEEE Trans. Commun.
Mahesh K. Varanasi
1999 J jnl
IEEE Trans. Inf. Theory
Mahesh K. Varanasi
1998 J jnl
IEEE Trans. Commun.
Mahesh K. Varanasi, Artur Russ
1998 B conf
PIMRC
Mahesh K. Varanasi
1997 B conf
PIMRC
Artur Russ, Mahesh K. Varanasi
1997 conf
ICC (2)
Mahesh K. Varanasi, Arthur Russ
1996 J jnl
IEEE Trans. Commun.
Subramanian Vasudevan, Mahesh K. Varanasi
1996 J jnl
IEEE Trans. Inf. Theory
Mahesh K. Varanasi
1996 J jnl
IEEE Trans. Commun.
Dara Parsavand, Mahesh K. Varanasi
1995 J jnl
IEEE Trans. Inf. Theory
Mahesh K. Varanasi
1994 J jnl
IEEE Trans. Commun.
Mahesh K. Varanasi, Subramanian Vasudevan
1994 J jnl
IEEE J. Sel. Areas Commun.
Subramanian Vasudevan, Mahesh K. Varanasi
1993 J jnl
IEEE Trans. Inf. Theory
Mahesh K. Varanasi
1991 J jnl
IEEE Trans. Commun.
Mahesh K. Varanasi, Behnaam Aazhang
1991 J jnl
IEEE Trans. Inf. Theory
Mahesh K. Varanasi, Behnaam Aazhang
1988 conf
NIPS
Bernd-Peter Paris, Geoffrey C. Orsak, Mahesh K. Varanasi, Behnaam Aazhang
redb/extractors/hashes.py
← Index redb/extractors/hashes.py python
from dataclasses import asdict
from typing import Any
from datetime import datetime, timezone

import hashlib
import inspect
from struct import pack

from magika import Magika
from signify.fingerprinter import AuthenticodeFingerprinter
import ppdeep
import tlsh

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

from redb.extractors.enum import Tag
from redb.models.dataclasses import Hashes
from redb.extractors.extractor import Extractor


class HashExtractor(Extractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        macho=None,
    ):
        super().__init__(
            filepath, log, exporters, index_prefix, elastic_index, known_benign, known_malicious
        )
        self.hashes = None
        self.elastic_index = self.index_prefix + "-hashes"
        self.filetype = Magika().identify_bytes(self.binary).output.label
        self.pe = None
        self.elf = None
        self.macho = macho
        if self.filetype == "pebin":  # else None
            try:
                self.pe = pefile.PE(self.filepath)
            except Exception as e:
                self.log.error(f"Failed to initialize PE file object: {e}")
                self.pe = None
        elif self.filetype == "elf":
            # ELF file will be created when needed in _extract_elf_hashes
            pass

    def _extract_hashes(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        
        # Initialize hash values with None
        md5 = None
        sha1 = None
        sha256 = None
        ssdeep_hash = None
        tlsh_hash = None
        
        # Calculate basic hashes with error handling
        try:
            md5 = hashlib.md5(self.binary).hexdigest()
        except Exception as e:
            self.log.error(f"Failed to calculate MD5 hash: {e}")
            
        try:
            sha1 = hashlib.sha1(self.binary).hexdigest()
        except Exception as e:
            self.log.error(f"Failed to calculate SHA1 hash: {e}")
            
        try:
            sha256 = hashlib.sha256(self.binary).hexdigest()
        except Exception as e:
            self.log.error(f"Failed to calculate SHA256 hash: {e}")
            
        try:
            ssdeep_hash = ppdeep.hash_from_file(self.filepath)
        except Exception as e:
            self.log.error(f"Failed to calculate ssdeep hash: {e}")
            
        try:
            tlsh_hash = tlsh.hash(self.binary)
        except Exception as e:
            self.log.error(f"Failed to calculate TLSH hash: {e}")
        
        # Create Hashes object with available values
        self.hashes = Hashes(
            md5 or "",
            sha1 or "",
            sha256 or "",
            ssdeep_hash or "",
            tlsh_hash or "",
        )

        if self.filetype == "pebin" and self.pe is not None:
            self.log.debug("Computing PEBIN related hash values")
            
            # Authentihash
            try:
                with open(self.filepath, 'rb') as f:
                    fingerprinter = AuthenticodeFingerprinter(f)
                    fingerprinter.add_authenticode_hashers(hashlib.sha256)
                    self.hashes.authentihash = fingerprinter.hash()['sha256'].hex()
            except Exception as e:
                self.log.error(f"Failed to calculate Authentihash: {e}")
                self.hashes.authentihash = None
                
            # Imphash
            try:
                self.hashes.imphash = self.pe.get_imphash()
            except Exception as e:
                self.log.error(f"Failed to calculate Imphash: {e}")
                self.hashes.imphash = None
                
            # Rich header hashes
            try:
                if self.pe.parse_rich_header():
                    self.log.debug("Computing RichHeader related hash values")
                    
                    richhash = self._compute_richhash()
                    if richhash:
                        self.hashes.richhash = richhash
                        
                    richpe_hash = self._compute_richpe_hash()
                    if richpe_hash:
                        self.hashes.richpe_hash = richpe_hash
                        
                    richpv_result = self._compute_richpv_hash()
                    if richpv_result:
                        self.hashes.richpv_hash, self.hashes.richpv_hash_sorted = richpv_result
            except Exception as e:
                self.log.error(f"Failed to calculate Rich header hashes: {e}")
        elif self.filetype == "pebin" and self.pe is None:
            self.log.warning("PE file type detected but PE object initialization failed - skipping PE-specific hashes")

        elif self.filetype == "elf":
            self.log.debug("Computing ELF related hash values")
            self._extract_elf_hashes()
        elif self.filetype == "macho":
            self.log.debug("Computing Mach-O related hash values")
            self._extract_macho_hashes()
        elif self.filetype == "apk":
            self.log.debug("Computing APK related hash values")
            self._extract_apk_hashes()
        else:
            pass
        self.log.debug(f"Hashes dump: {asdict(self.hashes)}")
        return self.hashes

    def _compute_richhash(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            rich_header = self.pe.parse_rich_header()
            if not rich_header:
                return ""
            data = rich_header["clear_data"]
            return hashlib.md5(data).hexdigest().lower()
        except:
            return ""

    def _compute_richpe_hash(self):
        """
        Computes the RichPE hash given a file path or PE object.

        RichPE hash is includes RichHeader CompID and count, as well as
        fields from IMAGE_FILE_HEADER and IMAGE_OPTIONAL_HEADER

        Parameters:
        input: it can be either a file path or a PE object

        Returns:
        richpe_hash: md5 hash of the RichPE value
        None: if no Rich Header present
        """
        try:
            # Attempt to parse Rich header
            self.log.debug(inspect.currentframe().f_code.co_name)
            rich_header = self.pe.parse_rich_header()
            if rich_header is None:
                return None

            # 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
            rich_fields = rich_header.get("values", None)
            if not rich_fields or len(rich_fields) % 2 != 0:
                return None

            md5 = hashlib.md5()

            # Update hash using @Comp.IDs and masked counts from Rich header
            while len(rich_fields):
                compid = rich_fields.pop(0)
                count = rich_fields.pop(0)
                mask = 2 ** (count.bit_length() // 2 + 1) - 1
                count |= mask
                md5.update(pack("<L", compid))
                md5.update(pack("<L", count))

            # Update hash using metadata from the PE header
            md5.update(pack("<L", self.pe.FILE_HEADER.Machine))
            md5.update(pack("<L", self.pe.FILE_HEADER.Characteristics))
            md5.update(pack("<L", self.pe.OPTIONAL_HEADER.Subsystem))
            md5.update(pack("<B", self.pe.OPTIONAL_HEADER.MajorLinkerVersion))
            md5.update(pack("<B", self.pe.OPTIONAL_HEADER.MinorLinkerVersion))
            md5.update(pack("<L", self.pe.OPTIONAL_HEADER.MajorOperatingSystemVersion))
            md5.update(pack("<L", self.pe.OPTIONAL_HEADER.MinorOperatingSystemVersion))
            md5.update(pack("<L", self.pe.OPTIONAL_HEADER.MajorImageVersion))
            md5.update(pack("<L", self.pe.OPTIONAL_HEADER.MinorImageVersion))
            md5.update(pack("<L", self.pe.OPTIONAL_HEADER.MajorSubsystemVersion))
            md5.update(pack("<L", self.pe.OPTIONAL_HEADER.MinorSubsystemVersion))

            return md5.hexdigest()
        except Exception as e:
            self.log.error(f"Failed to compute RichPE hash: {e}")
            return None

    def _compute_richpv_hash(self):
        """
        Compute the RichPV hash values, sorted and unsorted.
        RichPV excludes the most volatile Rich Header field from the MD5 input data,
        the Product Count (pC) field.

        Returns:
        richpv_hash_unsorted: md5 hash of the RichPV value unsorted
        richpv_hash_sorted: md5 hash of the RichPV value sorted
        None: if no Rich Header present
        """
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            # Attempt to parse Rich header
            rich_header = self.pe.parse_rich_header()
            if rich_header is None:
                return None

            # 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
            rich_fields = rich_header.get("values", None)
            if not rich_fields or len(rich_fields) % 2 != 0:
                return None

            md5 = hashlib.md5()
            md5_sorted = hashlib.md5()
            sorted_vector = []

            # Update hash using @Comp.IDs only
            for i in range(0, len(rich_fields), 2):
                compid = rich_fields[i]
                md5.update(pack("<L", compid))
                sorted_vector.append(compid)

            sorted_vector.sort()
            for compid in sorted_vector:
                md5_sorted.update(pack("<L", compid))

            return md5.hexdigest(), md5_sorted.hexdigest()
        except Exception as e:
            self.log.error(f"Failed to compute RichPV hash: {e}")
            return None

    def _extract_elf_hashes(self):
        """Extract ELF specific similarity hashes."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        try:
            with open(self.filepath, 'rb') as f:
                elf = ELFFile(f)
                if not elf:
                    return

                # Generate all similarity hashes
                import_hash = self._generate_elf_import_hash(elf)
                export_hash = self._generate_elf_export_hash(elf)
                section_hash = self._generate_elf_section_hash(elf)
                symbol_hash = self._generate_elf_symbol_hash(elf)
                dynamic_hash = self._generate_elf_dynamic_hash(elf)

                # Only set hashes if they have meaningful values
                if import_hash:
                    self.hashes.import_hash = import_hash
                if export_hash:
                    self.hashes.export_hash = export_hash
                if section_hash:
                    self.hashes.section_hash = section_hash
                if symbol_hash:
                    self.hashes.symhash = symbol_hash
                if dynamic_hash:
                    self.hashes.dynamic_hash = dynamic_hash

        except Exception as e:
            self.log.error(f"Failed to extract ELF hashes: {e}")

    def _generate_elf_import_hash(self, elf) -> str:
        """Generate MD5 hash of sorted, deduplicated imported symbol names."""
        try:
            imported_symbols = set()

            # Get dynamic symbol table
            dynsym_section = elf.get_section_by_name('.dynsym')
            if dynsym_section and hasattr(dynsym_section, 'iter_symbols'):
                for symbol in dynsym_section.iter_symbols():
                    # Look for undefined symbols (imports)
                    if (symbol.entry.get('st_shndx', 0) == 'SHN_UNDEF' and
                        symbol.name and
                        symbol.entry.get('st_info', {}).get('bind') in ['STB_GLOBAL', 'STB_WEAK']):
                        imported_symbols.add(symbol.name)

            # Also check relocations for additional imports
            for section in elf.iter_sections():
                if hasattr(section, 'iter_relocations'):
                    try:
                        for relocation in section.iter_relocations():
                            if hasattr(relocation, 'symbol') and relocation.symbol and relocation.symbol.name:
                                imported_symbols.add(relocation.symbol.name)
                    except:
                        pass

            # Sort and concatenate
            sorted_imports = sorted(list(imported_symbols))

            # Return None if no imports found
            if not sorted_imports:
                return None

            imports_string = '|'.join(sorted_imports)

            # Generate MD5 hash
            return hashlib.md5(imports_string.encode('utf-8')).hexdigest()

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

    def _generate_elf_export_hash(self, elf) -> str:
        """Generate MD5 hash of sorted, deduplicated exported symbol names."""
        try:
            exported_symbols = set()

            # Check both static and dynamic symbol tables
            symbol_sections = ['.symtab', '.dynsym']

            for section_name in symbol_sections:
                section = elf.get_section_by_name(section_name)
                if not section or not hasattr(section, 'iter_symbols'):
                    continue

                for symbol in section.iter_symbols():
                    # Check if symbol is exported (defined and globally visible)
                    if (symbol.name and
                        symbol.entry.get('st_shndx', 0) != 'SHN_UNDEF' and
                        symbol.entry.get('st_info', {}).get('bind') in ['STB_GLOBAL', 'STB_WEAK'] and
                        symbol.entry.get('st_info', {}).get('type') in ['STT_FUNC', 'STT_OBJECT']):
                        exported_symbols.add(symbol.name)

            # Sort and concatenate
            sorted_exports = sorted(list(exported_symbols))

            # Return None if no exports found
            if not sorted_exports:
                return None

            exports_string = '|'.join(sorted_exports)

            # Generate MD5 hash
            return hashlib.md5(exports_string.encode('utf-8')).hexdigest()

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

    def _generate_elf_section_hash(self, elf) -> str:
        """Generate MD5 hash of section layout (names, types, flags sequence)."""
        try:
            section_info = []

            for section in elf.iter_sections():
                header = section.header
                section_name = section.name or "<unnamed>"
                section_type = header.get('sh_type', 'SHT_NULL')
                section_flags = header.get('sh_flags', 0)

                # Create a consistent representation
                section_repr = f"{section_name}:{section_type}:{section_flags}"
                section_info.append(section_repr)

            # Return None if no meaningful sections found
            if not section_info:
                return None

            # Join all section info
            sections_string = '|'.join(section_info)

            # Generate MD5 hash
            return hashlib.md5(sections_string.encode('utf-8')).hexdigest()

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

    def _generate_elf_symbol_hash(self, elf) -> str:
        """Generate MD5 hash of sorted symbol names and types."""
        try:
            symbol_info = set()

            # Check both static and dynamic symbol tables
            symbol_sections = ['.symtab', '.dynsym']

            for section_name in symbol_sections:
                section = elf.get_section_by_name(section_name)
                if not section or not hasattr(section, 'iter_symbols'):
                    continue

                for symbol in section.iter_symbols():
                    if symbol.name:
                        symbol_type = symbol.entry.get('st_info', {}).get('type', 'STT_NOTYPE')
                        symbol_bind = symbol.entry.get('st_info', {}).get('bind', 'STB_LOCAL')

                        # Create a consistent representation
                        symbol_repr = f"{symbol.name}:{symbol_type}:{symbol_bind}"
                        symbol_info.add(symbol_repr)

            # Sort and concatenate
            sorted_symbols = sorted(list(symbol_info))

            # Return None if no symbols found
            if not sorted_symbols:
                return None

            symbols_string = '|'.join(sorted_symbols)

            # Generate MD5 hash
            return hashlib.md5(symbols_string.encode('utf-8')).hexdigest()

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

    def _generate_elf_dynamic_hash(self, elf) -> str:
        """Generate MD5 hash of dynamic section entries (DT_* tags)."""
        try:
            dynamic_info = []

            # Get the dynamic section
            dynamic_section = elf.get_section_by_name('.dynamic')
            if not dynamic_section:
                return None

            # Extract dynamic tags and their values
            for tag in dynamic_section.iter_tags():
                dt_tag = tag.entry.d_tag

                # Create a representation based on tag type
                if dt_tag == 'DT_NEEDED':
                    dynamic_info.append(f"DT_NEEDED:{tag.needed}")
                elif dt_tag == 'DT_SONAME':
                    dynamic_info.append(f"DT_SONAME:{tag.soname}")
                elif dt_tag == 'DT_RPATH':
                    dynamic_info.append(f"DT_RPATH:{tag.rpath}")
                elif dt_tag == 'DT_RUNPATH':
                    dynamic_info.append(f"DT_RUNPATH:{tag.runpath}")
                else:
                    # For other tags, use the tag name and value
                    dt_value = tag.entry.d_val if hasattr(tag.entry, 'd_val') else 0
                    dynamic_info.append(f"{dt_tag}:{dt_value}")

            # Sort to ensure consistent ordering
            dynamic_info.sort()
            dynamics_string = '|'.join(dynamic_info)

            # Generate MD5 hash
            return hashlib.md5(dynamics_string.encode('utf-8')).hexdigest()

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

    def _extract_macho_hashes(self):
        """Extract Mach-O specific similarity hashes using machofile API.

        For FAT binaries, this extracts hashes for the current file being processed
        (either the FAT container or an individual slice). The machofile library
        handles the architecture-specific extraction when an arch parameter is provided.

        For slices: We parse the slice file directly since it's a standalone Mach-O.
        For FAT container: We use the provided macho object with combined/fat hashes.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)

        try:
            # If we have a pre-parsed macho object (FAT container or single-arch with passed object)
            if self.macho:
                architectures = self.macho.get_architectures()
                is_fat = len(architectures) > 1

                if is_fat:
                    # For FAT container, get combined hashes (key may be 'fat' or 'combined')
                    all_hashes = self.macho.get_similarity_hashes()
                    if all_hashes:
                        # Try 'fat' first, then 'combined' for backwards compatibility
                        similarity_hashes = all_hashes.get('fat', all_hashes.get('combined', {}))
                    else:
                        similarity_hashes = {}
                else:
                    # Single-arch with pre-parsed object
                    similarity_hashes = self.macho.get_similarity_hashes(arch=architectures[0]) if architectures else {}
            else:
                # No pre-parsed object - parse the file (slice case)
                import machofile
                macho = machofile.UniversalMachO(self.filepath)
                macho.parse()

                architectures = macho.get_architectures()
                if architectures:
                    # For a slice, there's only one architecture
                    similarity_hashes = macho.get_similarity_hashes(arch=architectures[0]) or {}
                else:
                    similarity_hashes = {}

            # Set the hash values on the Hashes object
            if similarity_hashes:
                if similarity_hashes.get('dylib_hash'):
                    self.hashes.macho_dylib_hash = similarity_hashes['dylib_hash']
                if similarity_hashes.get('import_hash'):
                    self.hashes.macho_import_hash = similarity_hashes['import_hash']
                if similarity_hashes.get('export_hash'):
                    self.hashes.macho_export_hash = similarity_hashes['export_hash']
                if similarity_hashes.get('entitlement_hash'):
                    self.hashes.macho_entitlement_hash = similarity_hashes['entitlement_hash']
                if similarity_hashes.get('symhash'):
                    self.hashes.macho_symhash = similarity_hashes['symhash']

        except Exception as e:
            self.log.error(f"Failed to extract Mach-O hashes: {e}")

    def _extract_apk_hashes(self):
        """Extract APK specific similarity hashes (permhash)."""
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            from permhash.functions import permhash_apk
            ph = permhash_apk(self.filepath)
            if ph:
                self.hashes.permhash = ph
        except Exception as e:
            self.log.error(f"Failed to extract APK hashes: {e}")

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            self._extract_hashes()
            return self.hashes
        except Exception as e:
            self.log.error(f"Error extracting hashes: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.hashes
        elif exporter_type == "ClickHouseExporter":
            # Safely get hash values with fallbacks for None values
            sha256 = getattr(self.hashes, 'sha256', None) or ""
            md5 = getattr(self.hashes, 'md5', None) or ""
            sha1 = getattr(self.hashes, 'sha1', None) or ""
            ssdeep_hash = getattr(self.hashes, 'ssdeep_hash', None) or ""
            tlsh_hash = getattr(self.hashes, 'tlsh_hash', None) or ""
            authentihash = getattr(self.hashes, 'authentihash', None)
            imphash = getattr(self.hashes, 'imphash', None)
            impfuzzy = getattr(self.hashes, 'impfuzzy', None)
            typerefhash = getattr(self.hashes, 'typerefhash', None)
            richhash = getattr(self.hashes, 'richhash', None)
            richpe_hash = getattr(self.hashes, 'richpe_hash', None)
            richpv_hash = getattr(self.hashes, 'richpv_hash', None)
            richpv_hash_sorted = getattr(self.hashes, 'richpv_hash_sorted', None)
            # ELF hashes
            import_hash = getattr(self.hashes, 'import_hash', None)
            export_hash = getattr(self.hashes, 'export_hash', None)
            section_hash = getattr(self.hashes, 'section_hash', None)
            symbol_hash = getattr(self.hashes, 'symhash', None)
            dynamic_hash = getattr(self.hashes, 'dynamic_hash', None)
            # Mach-O hashes
            macho_dylib_hash = getattr(self.hashes, 'macho_dylib_hash', None)
            macho_import_hash = getattr(self.hashes, 'macho_import_hash', None)
            macho_export_hash = getattr(self.hashes, 'macho_export_hash', None)
            macho_entitlement_hash = getattr(self.hashes, 'macho_entitlement_hash', None)
            macho_symhash = getattr(self.hashes, 'macho_symhash', None)
            # APK hashes
            permhash = getattr(self.hashes, 'permhash', None)

            data = [[
                sha256,
                md5,
                sha1,
                ssdeep_hash,
                tlsh_hash,
                authentihash,
                imphash,
                impfuzzy,
                typerefhash,
                richhash,
                richpe_hash,
                richpv_hash,
                richpv_hash_sorted,
                import_hash,
                export_hash,
                section_hash,
                symbol_hash,
                dynamic_hash,
                macho_dylib_hash,
                macho_import_hash,
                macho_export_hash,
                macho_entitlement_hash,
                macho_symhash,
                permhash,
                datetime.now(timezone.utc)
            ]]

            column_names = [
                'sha256', 'md5', 'sha1', 'ssdeep_hash', 'tlsh_hash',
                'authentihash', 'imphash', 'impfuzzy', 'typerefhash',
                'richhash', 'richpe_hash', 'richpv_hash', 'richpv_hash_sorted',
                'import_hash', 'export_hash', 'section_hash', 'symbol_hash', 'dynamic_hash',
                'macho_dylib_hash', 'macho_import_hash', 'macho_export_hash',
                'macho_entitlement_hash', 'macho_symhash',
                'permhash',
                'analysis_date'
            ]

            column_type_names = [
                # sha256, md5, sha1
                'String', 'String', 'String',
                # ssdeep_hash, tlsh_hash
                'Nullable(String)', 'Nullable(String)',
                # authentihash, imphash, impfuzzy, typerefhash
                'Nullable(String)', 'Nullable(String)',
                'Nullable(String)', 'Nullable(String)',
                # richhash, richpe_hash, richpv_hash, richpv_hash_sorted
                'Nullable(String)', 'Nullable(String)',
                'Nullable(String)', 'Nullable(String)',
                # import_hash, export_hash, section_hash, symbol_hash, dynamic_hash
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'Nullable(FixedString(32))',
                # macho_dylib_hash, macho_import_hash, macho_export_hash, macho_entitlement_hash, macho_symhash
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'Nullable(FixedString(32))',
                # permhash (APK)
                'Nullable(FixedString(64))',
                # analysis_date
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

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

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