Magnus Wiktorsson

46 papers Misc 6Journal 16Unranked 24
YearRankTypeTitle / Venue / Authors
2026 J jnl
Int. J. Prod. Res.
Erik Flores-García, Enrique Ruiz Zúñiga, Yongkuk Jeong, Magnus Wiktorsson
2026 J jnl
Robotics Comput. Integr. Manuf.
Qiang Qin, Zhihao Liu, Ruirui Zhong, Xi Vincent Wang, Lihui Wang, Magnus Wiktorsson, Wei Wang
2025 J jnl
Int. J. Prod. Res.
Masoud Zafarzadeh, Erik Flores-García, Yongkuk Jeong, Magnus Wiktorsson
2025 conf
APMS (1)
Seoyoung Jo, Erik Flores-García, Yongkuk Jeong, Magnus Wiktorsson, Sang Do Noh
2025 J jnl
Int. J. Prod. Res.
Erik Flores-García, Dong-Hoon Kwak, Yongkuk Jeong, Magnus Wiktorsson
2024 conf
APMS (4)
Yongkuk Jeong, Donggyun Park, Jesper Gans, Magnus Wiktorsson
2024 conf
APMS (4)
Erik Flores-García, Yongkuk Jeong, Enrique Ruiz Zúñiga, Magnus Wiktorsson
2024 J jnl
Int. J. Prod. Res.
Tarun Kumar Agrawal, Ravi Kalaiarasan, Jan Olhager, Magnus Wiktorsson
2023 conf
APMS (3)
Erik Flores-García, So Hyun Nam, Yongkuk Jeong, Magnus Wiktorsson, Jong Hun Woo
2023 conf
APMS (3)
Yongkuk Jeong, Magnus Wiktorsson, Donggyun Park, Jesper Gans, Linda Svensson
2023 conf
ICE/ITMC
Massoud Zafarzadeh, Yonguk Jeong, Magnus Wiktorsson
2023 conf
APMS (3)
Masoud Zafarzadeh, Magnus Wiktorsson, Jannicke Baalsrud Hauge
2023 J jnl
Int. J. Prod. Res.
Tarun Kumar Agrawal, Jannis Angelis, Wajid Ali Khilji, Ravi Kalaiarasan, Magnus Wiktorsson
2023 J jnl
Int. J. Prod. Res.
Erik Flores-García, Yongkuk Jeong, Sichao Liu, Magnus Wiktorsson, Lihui Wang
2023 conf
APMS (4)
Ravi Kalaiarasan, Malin Ducloux, Tarun Kumar Agrawal, Jannicke Baalsrud Hauge, Magnus Wiktorsson
2023 J jnl
Int. J. Prod. Res.
Ravi Kalaiarasan, Tarun Kumar Agrawal, Jan Olhager, Magnus Wiktorsson, Jannicke Baalsrud Hauge
2022 conf
APMS (1)
Amita Singh, Erik Flores-Garcia, Yongkuk Jeong, Magnus Wiktorsson
2022 conf
APMS (2)
Erik Flores-García, Yongkuk Jeong, Magnus Wiktorsson, Dong-Hoon Kwak, Jong Hun Woo, Thomas Schmitt, Lars Hanson
2022 conf
APMS (2)
Yongkuk Jeong, Erik Flores-García, Dong-Hoon Kwak, Jong Hun Woo, Magnus Wiktorsson, Sichao Liu, Xi Vincent Wang, Lihui Wang
2021 Misc conf
WSC
Amita Singh, Magnus Wiktorsson, Jannicke Baalsrud Hauge, Seyoum Eshetu Birkie
2021 conf
APMS (5)
Erik Flores-García, Yongkuk Jeong, Magnus Wiktorsson
2021 Misc conf
WSC
Erik Flores-García, Yongkuk Jeong, Magnus Wiktorsson, Sichao Liu, Lihui Wang, Goo-Young Kim
2021 conf
APMS (5)
Goo-Young Kim, Erik Flores-García, Magnus Wiktorsson, Sang Do Noh
2021 conf
APMS (2)
Ravi Kalaiarasan, Tarun Kumar Agrawal, Magnus Wiktorsson, Jannicke Baalsrud Hauge, Jan Olhager
2021 conf
APMS (4)
Tarun Kumar Agrawal, Ravi Kalaiarasan, Jan Olhager, Magnus Wiktorsson
2020 Misc conf
WSC
Yongkuk Jeong, Erik Flores-García, Magnus Wiktorsson
2020 conf
APMS (2)
Sichao Liu, Lihui Wang, Xi Vincent Wang, Magnus Wiktorsson
2020 conf
APMS (2)
Erik Flores-García, Goo-Young Kim, Jinho Yang, Magnus Wiktorsson, Sang Do Noh
2020 conf
APMS (1)
Tarun Kumar Agrawal, Ravi Kalaiarasan, Magnus Wiktorsson
2020 J jnl
Int. J. Comput. Integr. Manuf.
Fredrik Ore, Juan Luis Jiménez Sánchez, Magnus Wiktorsson, Lars Hanson
2020 conf
APMS (1)
Jannicke Baalsrud Hauge, Masoud Zafarzadeh, Yongkuk Jeong, Yi Li, Wajid Ali Khilji, Magnus Wiktorsson
2020 conf
ICE/ITMC
Jannicke Baalsrud Hauge, Masoud Zafarzadeh, Yongkuk Jeong, Yi Li, Wajid Ali Khilji, Magnus Wiktorsson
2020 conf
APMS (2)
Jo Wessel Strandhagen, Yong-Kuk Jeong, Jong Hun Woo, Marco Semini, Magnus Wiktorsson, Jan Ola Strandhagen, Erlend Alfnes
2020 Misc conf
WSC
Carlos Alberto Barrera Diaz, Tehseen Aslam, Amos H. C. Ng, Erik Flores-García, Magnus Wiktorsson
2020 J jnl
Int. J. Manuf. Res.
Erik Flores-Garcia, Jessica Bruch, Magnus Wiktorsson, Mats Jackson
2019 J jnl
Int. J. Comput. Math.
Lina von Sydow, Slobodan Milovanovic, Elisabeth Larsson, Karel J. in 't Hout, Magnus Wiktorsson, Cornelis W. Oosterlee, Victor Shcherbakov, Maarten Wyns, Álvaro Leitao, Shashi Jain, Tinne Haentjens, Johan Waldén
2019 conf
APMS (2)
Masoud Zafarzadeh, Jannicke Baalsrud Hauge, Magnus Wiktorsson, Ida Hedman, Jasmin Bahtijarevic
2019 J jnl
Int. J. Intell. Robotics Appl.
Fredrik Ore, Bhanoday Reddy Vemula, Lars Hanson, Magnus Wiktorsson, Björn Fagerström
2018 conf
APMS (1)
Erik Flores-Garcia, Magnus Wiktorsson, Jessica Bruch, Mats Jackson
2015 J jnl
Int. J. Comput. Math.
Lina von Sydow, Lars Josef Höök, Elisabeth Larsson, Erik Lindström, Slobodan Milovanovic, Jonas Persson, Victor Shcherbakov, Yuri Shpolyanskiy, Samuel Sirén, Jari Toivanen, Johan Waldén, Magnus Wiktorsson, Jeremy Levesley, Juxi Li, Cornelis W. Oosterlee, Maria J. Ruijter, Alexander Toropov, Yangzhang Zhao
2015 conf
APMS (1)
Marcus Bjelkemyr, Sasha Shahbazi, Christina Jönsson, Magnus Wiktorsson
2015 Misc conf
WSC
Erik Flores-Garcia, Magnus Wiktorsson, Mats Jackson, Jessica Bruch
2014 J jnl
Int. J. Manuf. Res.
Jessica Bruch, Magnus Wiktorsson, Monica Bellgran
2011 J jnl
SIAM J. Financial Math.
Mats Brodén, Magnus Wiktorsson
2008 J jnl
Comput. Stat. Data Anal.
Erik Lindström, Jonas Ströjby, Mats Brodén, Magnus Wiktorsson, Jan Holst
2004 Misc conf
International Conference on Computational Science
Sebastian Rasmus, Søren Asmussen, Magnus Wiktorsson
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