Haikal El Abed

63 papers A 22B 18C 1Journal 9Unranked 11
YearRankTypeTitle / Venue / Authors
2018 J jnl
Int. Arab J. Inf. Technol.
Houcine Boubaker, Aymen Chaabouni, Haikal El Abed, Adel M. Alimi
2016 B conf
ICFHR
Chawki Djeddi, Somaya Al-Máadeed, Abdeljalil Gattal, Imran Siddiqi, Abdellatif Ennaji, Haikal El Abed
2016 ed.
MedPRAI
Chawki Djeddi, Imran Siddiqi, Akram Bennour, Youcef Chibani, Haikal El Abed
2015 A conf
ICDAR
Chawki Djeddi, Somaya Al-Máadeed, Abdeljalil Gattal, Imran Siddiqi, Labiba Souici-Meslati, Haikal El Abed
2014 J jnl
Appl. Soft Comput.
Walid Elloumi, Haikal El Abed, Ajith Abraham, Adel M. Alimi
2014 conf
SoCPaR
Houcine Boubaker, Aymen Chaabouni, Mohamed Ben Halima, Abdelkarim El Baati, Haikal El Abed
2014 B conf
Document Analysis Systems
Chawki Djeddi, Labiba Souici-Meslati, Imran Siddiqi, Abdellatif Ennaji, Haikal El Abed, Abdeljalil Gattal
2014 J jnl
J. Inf. Process. Syst.
Houcine Boubaker, Najiba Tagougui, Haikal El Abed, Monji Kherallah, Adel M. Alimi
2014 B conf
ICFHR
Chawki Djeddi, Abdeljalil Gattal, Labiba Souici-Meslati, Imran Siddiqi, Youcef Chibani, Haikal El Abed
2014 B conf
Document Analysis Systems
Audrey Tong, Mark A. Przybocki, Volker Märgner, Haikal El Abed
2014 J jnl
Int. Arab J. Inf. Technol.
Aymen Chaabouni, Houcine Boubaker, Monji Kherallah, Haikal El Abed, Adel M. Alimi
2014 ch.
Handbook of Document Image Processing and Recognition
Volker Märgner, Haikal El Abed
2013 C conf
ICPRAM
Anis Mezghani, Slim Kanoun, Souhir Bouaziz, Maher Khemakhem, Haikal El Abed
2013 conf
ICIAP (1)
Faten Kallel Jaiem, Slim Kanoun, Maher Khemakhem, Haikal El Abed, Jihain Kardoun
2013 A conf
ICDAR
Fouad Slimane, Slim Kanoun, Haikal El Abed, Adel M. Alimi, Rolf Ingold, Jean Hennebert
2012 B conf
ICFHR
Anis Mezghani, Slim Kanoun, Maher Khemakhem, Haikal El Abed
2012 B conf
ICFHR
Ines Ben Messaoud, Hamid Amiri, Haikal El Abed, Volker Märgner
2012 conf
ISSPA
Ines Ben Messaoud, Hamid Amiri, Haikal El Abed, Volker Märgner
2012 J jnl
Int. J. Mob. Comput. Multim. Commun.
Ines Ben Messaoud, Haikal El Abed, Volker Märgner, Hamid Amiri
2012 B conf
Document Analysis Systems
Ines Ben Messaoud, Hamid Amiri, Haikal El Abed, Volker Märgner
2012 B conf
ICFHR
Sabri A. Mahmoud, Irfan Ahmad, Mohammad R. Alshayeb, Wasfi G. Al-Khatib, Mohammad Tanvir Parvez, Gernot A. Fink, Volker Märgner, Haikal El Abed
2012 conf
ISSPA
Ines Ben Messaoud, Hamid Amiri, Haikal El Abed, Volker Märgner
2012 B conf
ICFHR
Houcine Boubaker, Aymen Chaabouni, Najiba Tagougui, Monji Kherallah, Adel M. Alimi, Haikal El Abed
2012 B conf
ICFHR
Ines Ben Messaoud, Hamid Amiri, Haikal El Abed, Volker Märgner
2011 conf
HIP@ICDAR
Ines Ben Messaoud, Haikal El Abed, Volker Märgner, Hamid Amiri
2011 A conf
ICDAR
Aymen Chaabouni, Houcine Boubaker, Monji Kherallah, Adel M. Alimi, Haikal El Abed
2011 J jnl
Int. J. Document Anal. Recognit.
Haikal El Abed, Volker Märgner
2011 A conf
ICDAR
Volker Märgner, Haikal El Abed
2011 A conf
ICDAR
Fouad Slimane, Slim Kanoun, Haikal El Abed, Adel M. Alimi, Rolf Ingold, Jean Hennebert
2011 A conf
ICDAR
Emmanuele Grosicki, Haikal El Abed
2011 conf
DRR
Mahdi Hamdani, Haikal El Abed, Tarek M. Hamdani, Volker Märgner, Adel M. Alimi
2011 A conf
ICDAR
Haikal El Abed, Liu Wenyin, Volker Märgner
2011 A conf
ICDAR
Aymen Chaabouni, Houcine Boubaker, Monji Kherallah, Adel M. Alimi, Haikal El Abed
2011 A conf
ICDAR
Ines Ben Messaoud, Hamid Amiri, Haikal El Abed, Volker Märgner
2011 J jnl
Int. J. Document Anal. Recognit.
Haikal El Abed, Monji Kherallah, Volker Märgner, Adel M. Alimi
2011 A conf
ICDAR
Monji Kherallah, Najiba Tagougui, Adel M. Alimi, Haikal El Abed, Volker Märgner
2010 B conf
ICPR
Haikal El Abed, Volker Märgner
2010 B conf
ICFHR
Ines Ben Messaoud, Haikal El Abed
2010 B conf
ICPR
Aymen Chaabouni, Houcine Boubaker, Monji Kherallah, Adel M. Alimi, Haikal El Abed
2010 B conf
ICFHR
Houcine Boubaker, Aymen Chaabouni, Monji Kherallah, Adel M. Alimi, Haikal El Abed
2010 B conf
ICFHR
Volker Märgner, Haikal El Abed
2010 B conf
ICFHR
Haikal El Abed, Volker Märgner, Michael Blumenstein
2010 B conf
ICPR
Houcine Boubaker, Abdelkarim Elbaati, Monji Kherallah, Adel M. Alimi, Haikal El Abed
2010 B conf
ICPR
Wafa Boussellaa, Abderrazak Zahour, Haikal El Abed, Abdellatif BenAbdelhafid, Adel M. Alimi
2009 A conf
ICDAR
Abdelkarim Elbaati, Houcine Boubaker, Monji Kherallah, Abdel Ennaji, Haikal El Abed, Adel M. Alimi
2009 A conf
ICDAR
Mahdi Hamdani, Haikal El Abed, Monji Kherallah, Adel M. Alimi
2009 A conf
ICDAR
Wafa Boussellaa, Aymen Bougacha, Abderrazak Zahour, Haikal El Abed, Adel M. Alimi
2009 A conf
ICDAR
Haikal El Abed, Volker Märgner
2009 A conf
ICDAR
Volker Märgner, Haikal El Abed
2009 A conf
ICDAR
Emmanuele Grosicki, Haikal El Abed
2009 A conf
ICDAR
Haikal El Abed, Volker Märgner, Monji Kherallah, Adel M. Alimi
2009 conf
DRR
Haikal El Abed, Volker Märgner
2009 A conf
ICDAR
Sofiene Haboubi, Samia Maddouri, Noureddine Ellouze, Haikal El Abed
2009 conf
MOCR@ICDAR
Monji Kherallah, Haikal El Abed, Fatma Bouri, Abdelkarim El Baati, Adel M. Alimi
2008 J jnl
Pattern Recognit. Lett.
Saeed Mozaffari, Karim Faez, Volker Märgner, Haikal El Abed
2008 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Saeed Mozaffari, Karim Faez, Volker Märgner, Haikal El Abed
2007 A conf
ICDAR
Volker Märgner, Haikal El Abed
2007 A conf
ICDAR
Haikal El Abed, Volker Märgner
2007 A conf
ICDAR
Saeed Mozaffari, Karim Faez, Volker Märgner, Haikal El Abed
2007 conf
ISSPA
Haikal El Abed, Volker Märgner
2006 conf
VAST
Wafa Boussellaa, Haikal El Abed, Abderrazak Zahour
2006 conf
SACH
Volker Märgner, Haikal El Abed
2005 A conf
ICDAR
Volker Märgner, Mario Pechwitz, Haikal El Abed
redb/extractors/capa.py
← Index redb/extractors/capa.py python
from dataclasses import asdict
import inspect
import json
import subprocess
import magic
from magika import Magika
from typing import Any, Dict, List, Tuple
from datetime import datetime, timezone

from redb.extractors.enum import Tag
from redb.models.dataclasses import CAPA
from redb.extractors.extractor import Extractor
from dotenv import load_dotenv
import os

load_dotenv(override=True)

class CAPAExtractor(Extractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
    ):
        super().__init__(
            filepath, 
            log, 
            exporters,
            index_prefix, 
            elastic_index, 
            known_benign, 
            known_malicious
        )
        self.capa = None
        self.elastic_index = self.index_prefix + "-capa"

    def _replace_empty_keys(self, dictionary, replacement="default_empty_key"):
        """
        Replace empty keys in a dictionary with a specified replacement.

        Args:
        dictionary (dict): The input dictionary
        replacement (str): The replacement for empty keys (default: 'empty_key')

        Returns:
        dict: A new dictionary with empty keys replaced
        """
        # tmp_dict = {}
        # for k, v in dictionary.items():
        #     if k == '':
        #         tmp_dict[replacement] = dictionary[k]
        #     else:
        #         tmp_dict[k] = dictionary[k]
        # return tmp_dict
        return {(replacement if k == "" else k): v for k, v in dictionary.items()}

    def _extract_capa(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        TIMEOUT = int(os.getenv("CAPA_TIMEOUT")) # 5 minutes in seconds
        capa_command = [os.getenv("CAPA_PATH"), "-j", self.filepath] # COMMENT FOR TESTING ON MAC

        import signal

        # try:
        #     result = subprocess.run(
        #         capa_command, capture_output=True, text=True, check=True, timeout=TIMEOUT
        #     )
        # except subprocess.TimeoutExpired:
        #     self.log.error(f"The capa command timed out after {TIMEOUT} seconds")
        #     return {}
        # except subprocess.CalledProcessError as e:
        #     self.log.error(f"Error running capa: {e}")
        #     return {}

        # try:
        #     capa_output = json.loads(result.stdout)
        # except json.JSONDecodeError as e:
        #     self.log.error("Error parsing capa output: {e}")
        #     return {}

        # Create a process group for easier termination of all child processes
        try:
            # Start the process in a new process group
            process = subprocess.Popen(
                capa_command,
                stdout=subprocess.PIPE,
                stderr=subprocess.PIPE,
                text=True,
                preexec_fn=os.setsid  # Use os.setsid() to create a new process group
            )
            
            # Implement timeout handling manually
            try:
                stdout, stderr = process.communicate(timeout=TIMEOUT)
                # Process completed within timeout
                if process.returncode != 0:
                    self.log.error(f"Error running capa, return code: {process.returncode}, stderr: {stderr}")
                    return {}
            except subprocess.TimeoutExpired:
                # Kill the entire process group on timeout
                self.log.warning(f"The capa command timed out after {TIMEOUT} seconds, terminating process group")
                
                try:
                    # Send SIGTERM to the entire process group
                    os.killpg(process.pid, signal.SIGTERM)
                    
                    # Give it a moment to terminate gracefully
                    try:
                        process.wait(timeout=3)
                    except subprocess.TimeoutExpired:
                        # If it's still running after 3 seconds, send SIGKILL
                        self.log.warning("Process didn't terminate with SIGTERM, sending SIGKILL")
                        os.killpg(process.pid, signal.SIGKILL)
                        
                    process.wait()  # Make sure process resources are fully cleaned up
                except (ProcessLookupError, OSError) as e:
                    self.log.warning(f"Error while killing process: {e}")
                    
                return {}
                
            try:
                capa_output = json.loads(stdout)
            except json.JSONDecodeError as e:
                self.log.error(f"Error parsing capa output: {e}")
                return {}

            capa_dump = {}  # dictionalry of capabilities
            capabilities = set()  # list of capabilities
            namespaces = set()  # list of namespaces
            attack_dump = {}  # dictionary of tuples [tactic](technique, technique_id)
            tactics = set()  # list of tactics
            techniques = set()  # list of techniques
            techniques_id = set()  # list of techniques_id
            mbc_dump = {}  # dictionary of tuples [objective](behavior, behavior_id)
            mbc_objectives = set()  # list of objectives
            mbc_behaviors = set()  # list of behaviors
            mbc_behaviors_id = set()  # list of behaviors_id

            if isinstance(capa_output, dict) and "rules" in capa_output:
                rules = capa_output["rules"]
                if isinstance(rules, dict):
                    for rule_name, rule_data in rules.items():
                        if isinstance(rule_data, dict) and "meta" in rule_data:
                            meta = rule_data["meta"]
                            if isinstance(meta, dict):
                                # Process capabilities
                                namespace = meta.get("namespace", "").lower()
                                # if namespace != 'lib':
                                if namespace not in capa_dump:
                                    capa_dump[namespace] = []
                                    namespaces.add(namespace)
                                capa_dump[namespace].append(rule_name)
                                capabilities.add(rule_name)

                                # Process ATTACK information
                                if "attack" in meta:
                                    for attack_entry in meta["attack"]:
                                        tactic = attack_entry.get("tactic", "")
                                        technique = attack_entry.get("technique", "")
                                        id = attack_entry.get("id", "")
                                        if tactic and technique:
                                            if tactic in attack_dump:
                                                attack_dump[tactic].append((technique, id))
                                            else:
                                                attack_dump[tactic] = [(technique, id)]
                                            tactics.add(tactic)
                                            techniques.add(technique)
                                            techniques_id.add(id)

                                # Process MBC information
                                if "mbc" in meta:
                                    for mbc_entry in meta["mbc"]:
                                        objective = mbc_entry.get("objective", "")
                                        behavior = mbc_entry.get("behavior", "")
                                        id = mbc_entry.get("id", "")
                                        if objective and behavior:
                                            if objective in mbc_dump:
                                                mbc_dump[objective].append((behavior, id))
                                            else:
                                                mbc_dump[objective] = [(behavior, id)]
                                            mbc_objectives.add(objective)
                                            mbc_behaviors.add(behavior)
                                            mbc_behaviors_id.add(id)

            # return {
            #     'capabilities_all': json.dumps(capabilities_all, indent=2),
            #     'capabilities': list(capabilities),
            #     'namespaces': list(namespaces),
            #     'attack': json.dumps(attack, indent=2),
            #     'tactics': list(tactics),
            #     'techniques': list(techniques),
            #     'techniques_id': list(techniques_id),
            #     'mbc': json.dumps(mbc, indent=2),
            #     'mbc_objectives': list(mbc_objectives),
            #     'mbc_behaviors': list(mbc_behaviors),
            #     'mbc_behaviors_id': list(mbc_behaviors_id)
            # }

            capa_dump = self._replace_empty_keys(capa_dump)
            attack_dump = self._replace_empty_keys(attack_dump)
            mbc_dump = self._replace_empty_keys(mbc_dump)
            self.capa = CAPA(
                json.dumps(capa_dump, indent=2),
                list(capabilities),
                list(namespaces),
                json.dumps(attack_dump, indent=2),
                list(tactics),
                list(techniques),
                list(techniques_id),
                json.dumps(mbc_dump, indent=2),
                list(mbc_objectives),
                list(mbc_behaviors),
                list(mbc_behaviors_id),
            )
            self.log.debug(f"CAPA dump: {self.capa})")
            
        except Exception as e:
            self.log.error(f"Unexpected error in CAPA extraction: {str(e)}")
            # Try to clean up any process if possible
            if 'process' in locals() and process.poll() is None:
                try:
                    os.killpg(process.pid, signal.SIGKILL)
                    process.wait()
                except:
                    pass
            return {}

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.capa
        elif exporter_type == "ClickHouseExporter":
            current_time = datetime.now(timezone.utc)
            
            # Prepare data for multiple tables
            tables_data = {
                'multi_table': True,  # Flag for multi-table export
                
                # Raw data table
                'raw': {
                    'table': 'redb_capa',
                    'data': [[
                        self.sha256,
                        self.md5,
                        self.sha1,
                        current_time,
                        self.capa.capa_dump,  # capa_dump
                        self.capa.attack_dump,            # attack_dump
                        self.capa.mbc_dump                # mbc_dump
                    ]],
                    'column_names': [
                        'sha256', 'md5', 'sha1', 'analysis_date',
                        'capa_dump', 'attack_dump', 'mbc_dump'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                        'DateTime64(3, \'UTC\')',
                        'JSON', 'JSON', 'JSON'
                    ]
                },
                
                # Capabilities table
                'capabilities': {
                    'table': 'redb_capa_capabilities',
                    'data': [
                        [self.sha256, self.md5, self.sha1, current_time, namespace, capability]
                        for namespace, capabilities in json.loads(self.capa.capa_dump).items()
                        for capability in capabilities
                    ],
                    'column_names': [
                        'sha256', 'md5', 'sha1', 'analysis_date',
                        'namespace', 'capability'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                        'DateTime64(3, \'UTC\')',
                        'LowCardinality(String)', 'LowCardinality(String)'
                    ]
                },
                
                # MITRE ATT&CK table
                'attack': {
                    'table': 'redb_capa_attack',
                    'data': [
                        [self.sha256, self.md5, self.sha1, current_time, 
                         tactic, technique[0], technique[1]]  # technique[0] is the name, technique[1] is the ID
                        for tactic, techniques in json.loads(self.capa.attack_dump).items()
                        for technique in techniques
                    ],
                    'column_names': [
                        'sha256', 'md5', 'sha1', 'analysis_date',
                        'tactic', 'technique', 'technique_id'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                        'DateTime64(3, \'UTC\')',
                        'LowCardinality(String)', 'LowCardinality(String)', 
                        'LowCardinality(String)'
                    ]
                },
                
                # MBC table
                'mbc': {
                    'table': 'redb_capa_mbc',
                    'data': [
                        [self.sha256, self.md5, self.sha1, current_time,
                         objective, behavior[0], behavior[1]]  # behavior[0] is the name, behavior[1] is the ID
                        for objective, behaviors in json.loads(self.capa.mbc_dump).items()
                        for behavior in behaviors
                    ],
                    'column_names': [
                        'sha256', 'md5', 'sha1', 'analysis_date',
                        'objective', 'behavior', 'behavior_id'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                        'DateTime64(3, \'UTC\')',
                        'LowCardinality(String)', 'LowCardinality(String)',
                        'LowCardinality(String)'
                    ]
                }
            }
            
            return tables_data

    def get_clickhouse_table(self) -> str:
        return "redb_capa"  # Return the main table name

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            self._extract_capa()
            return self.capa  # Return the extracted data instead of exporting directly
        except Exception as e:
            self.log.error(f"Error extracting CAPA: {e}")
            return None

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