I. Sevil Sariyildiz

36 papers B 19C 1Journal 7Unranked 8
YearRankTypeTitle / Venue / Authors
2020 J jnl
Remote. Sens.
Miktha Farid Alkadri, Francesco De Luca, Michela Turrin, I. Sevil Sariyildiz
2020 J jnl
SoftwareX
Cemre Cubukcuoglu, Pirouz Nourian, I. Sevil Sariyildiz, Mehmet Fatih Tasgetiren
2019 ch.
Optimization in Industry
Ayca Kirimtat, Berk Ekici, Cemre Cubukcuoglu, I. Sevil Sariyildiz, Mehmet Fatih Tasgetiren
2019 J jnl
Algorithms
Cemre Cubukcuoglu, Berk Ekici, Mehmet Fatih Tasgetiren, I. Sevil Sariyildiz
2017 B conf
CEC
Muhittin Yufka, Berk Ekici, Cemre Cubukcuoglu, Ioannis Chatzikonstantinou, I. Sevil Sariyildiz
2016 J jnl
Algorithms
Cemre Cubukcuoglu, Ioannis Chatzikonstantinou, Mehmet Fatih Tasgetiren, I. Sevil Sariyildiz, Quan-Ke Pan
2016 B conf
CEC
Berk Ekici, Ioannis Chatzikonstantinou, I. Sevil Sariyildiz, Mehmet Fatih Tasgetiren, Quan-Ke Pan
2016 B conf
CEC
Ding Yang, Yimin Sun, Danilo Di Stefano, Michela Turrin, I. Sevil Sariyildiz
2016 B conf
CEC
Ayca Kirimtat, Basak Kundakci Koyunbaba, Ioannis Chatzikonstantinou, I. Sevil Sariyildiz, Ponnuthurai Nagaratnam Suganthan
2016 B conf
CEC
Cemre Cubukcuoglu, Ioannis Chatzikonstantinou, Berk Ekici, I. Sevil Sariyildiz, Mehmet Fatih Tasgetiren
2015 B conf
CEC
Berk Ekici, Seckin Kutucu, I. Sevil Sariyildiz, Mehmet Fatih Tasgetiren
2015 B conf
CEC
Ioannis Chatzikonstantinou, I. Sevil Sariyildiz, Michael S. Bittermann
2015 B conf
CEC
Ayca Kirimtat, Ioannis Chatzikonstantinou, I. Sevil Sariyildiz, Ayca Tartar
2015 B conf
CEC
Cemre Ugurlu, Ioannis Chatzikonstantinou, I. Sevil Sariyildiz, Mehmet Fatih Tasgetiren
2015 B conf
CEC
Cemre Ugurlu, Ioannis Chatzikonstantinou, I. Sevil Sariyildiz, Mehmet Fatih Tasgetiren
2015 B conf
CEC
Ioannis Chatzikonstantinou, Berk Ekici, I. Sevil Sariyildiz, Basak Kundakci Koyunbaba
2015 B conf
CEC
Ding Yang, Michela Turrin, I. Sevil Sariyildiz, Yimin Sun
2015 B conf
CEC
Onur Dursun, Berk Ekici, I. Sevil Sariyildiz
2011 conf
MCDM
Michael S. Bittermann, I. Sevil Sariyildiz
2011 conf
AAAI Spring Symposium: Artificial Intelligence and Sustainable Design
Irem Erbas, Rudi Stouffs, I. Sevil Sariyildiz
2009 B conf
IEEE Congress on Evolutionary Computation
Michael S. Bittermann, Özer Ciftcioglu, I. Sevil Sariyildiz
2009 J jnl
Adv. Eng. Informatics
Ipek Gursel Dino, I. Sevil Sariyildiz, Ömer Akin, Rudi Stouffs
2007 conf
ISVC (1)
Michael S. Bittermann, I. Sevil Sariyildiz, Özer Ciftcioglu
2007 B conf
IEEE Congress on Evolutionary Computation
Özer Ciftcioglu, I. Sevil Sariyildiz, Michael S. Bittermann
2007 conf
ICINCO-RA (2)
Özer Ciftcioglu, Michael S. Bittermann, I. Sevil Sariyildiz
2007 J jnl
J. Adv. Comput. Intell. Intell. Informatics
Özer Ciftcioglu, Michael S. Bittermann, I. Sevil Sariyildiz
2007 J jnl
Integr. Comput. Aided Eng.
Michael S. Bittermann, I. Sevil Sariyildiz, Özer Ciftcioglu
2006 conf
APGV
Özer Ciftcioglu, Michael S. Bittermann, I. Sevil Sariyildiz
2006 conf
SMPS
Özer Ciftcioglu, I. Sevil Sariyildiz
2006 B conf
FUZZ-IEEE
Özer Ciftcioglu, I. Sevil Sariyildiz
2006 conf
ICINCO-RA
Özer Ciftcioglu, Michael S. Bittermann, I. Sevil Sariyildiz
2006 B conf
SMC
Özer Ciftcioglu, Michael S. Bittermann, I. Sevil Sariyildiz
2005 B conf
FUZZ-IEEE
Özer Ciftcioglu, I. Sevil Sariyildiz
2001 B conf
FUZZ-IEEE
Özer Ciftcioglu, Sanja Durmisevic, I. Sevil Sariyildiz
2000 conf
AID
Özer Ciftcioglu, Sanja Durmisevic, Elma Durmisevic, I. Sevil Sariyildiz
1999 C conf
IEA/AIE
D. Chitchian, I. Sevil Sariyildiz, Henk Koppelaar
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