Chang-Yong Lee

28 papers B 4C 2Misc 3Journal 9Unranked 10
YearRankTypeTitle / Venue / Authors
2023 conf
ISSCC
Daehyun Kwon, Heon Su Jeong, Jaemin Choi, Wijong Kim, Jae Woong Kim, Junsub Yoon, Jungmin Choi, Sanguk Lee, Hyunsub Norbert Rie, Jin-Il Lee, Jongbum Lee, Taeseong Jang, Junhyung Kim, Sanghee Kang, Jung-Bum Shin, Yanggyoon Loh, Chang-Yong Lee, Junmyung Woo, Hye-Seung Yu, Changhyun Bae, Reum Oh, Young-Soo Sohn, Changsik Yoo, Jooyoung Lee
2023 B conf
IEEE Big Data
Sunhee Kim, Sang-Ho Chu, Yong-Jin Park, Chang-Yong Lee
2022 B conf
IEEE Big Data
Sunhee Kim, Young-Suk Lee, Chang-Yong Lee
2022 conf
CSCI
Chang-Yong Lee, Min-Jun Cho, Yong-Hwan Lee
2022 conf
ISOEN
Kangwook Choi, Gyuweon Jung, Seongbin Hong, Yujeong Jeong, Wonjun Shin, Jinwoo Park, Chang-Yong Lee, Donghee Kim, Jong-Ho Lee
2020 J jnl
J. Intell. Fuzzy Syst.
Chang-Yong Lee
2020 J jnl
Comput. Biol. Chem.
Chang-Yong Lee
2019 J jnl
IEEE J. Solid State Circuits
Young-Ju Kim, Hye-Jung Kwon, Su-Yeon Doo, Min-Su Ahn, Yong-Hun Kim, Yong Jae Lee, Dong-Seok Kang, Sung-Geun Do, Chang-Yong Lee, Gun-hee Cho, Jae-Koo Park, Jae-Sung Kim, Kyung-Bae Park, Seung-Hoon Oh, Sang-Yong Lee, Ji-Hak Yu, Ki-Hun Yu, Chul-Hee Jeon, Sang-Sun Kim, Hyun-Soo Park, Jeong-Woo Lee, Seung-Hyun Cho, Keon-woo Park, Yong-Jun Kim, Young-Hun Seo, Chang-Ho Shin, Chan-Yong Lee, Sam-Young Bang, Youn-Sik Park, Seouk-Kyu Choi, Byung-Cheol Kim, Gong-Heum Han, Seung-Jun Bae, Hyuk-Jun Kwon, Jung-Hwan Choi, Young-Soo Sohn, Kwang-Il Park, Seong-Jin Jang, Gyo-Young Jin
2019 conf
BIOINFORMATICS
Sunhee Kim, Young-Suk Lee, Chang-Yong Lee
2018 conf
ISSCC
Young-Ju Kim, Hye-Jung Kwon, Su-Yeon Doo, Yoon-Joo Eom, Young-Sik Kim, Min-Su Ahn, Yong-Hun Kim, Sang-Hoon Jung, Sung-Geun Do, Chang-Yong Lee, Jae-Sung Kim, Dong-Seok Kang, Kyung-Bae Park, Jung-Bum Shin, Jong-Ho Lee, Seung-Hoon Oh, Sang-Yong Lee, Ji-Hak Yu, Ji-Suk Kwon, Ki-Hun Yu, Chul-Hee Jeon, Sang-Sun Kim, Min-Woo Won, Gun-hee Cho, Hyun-Soo Park, Hyung-Kyu Kim, Jeong-Woo Lee, Seung-Hyun Cho, Keon-woo Park, Jae-Koo Park, Yong Jae Lee, Yong-Jun Kim, Young-Hun Seo, Beob-Rae Cho, Chang-Ho Shin, Chan-Yong Lee, Youngseok Lee, Yoon-Gue Song, Sam-Young Bang, Youn-Sik Park, Seouk-Kyu Choi, Byeong-Cheol Kim, Gong-Heum Han, Seung-Jun Bae, Hyuk-Jun Kwon, Jung-Hwan Choi, Young-Soo Sohn, Kwang-Il Park, Seong-Jin Jang
2016 J jnl
Comput. Biol. Chem.
Chang-Yong Lee
2015 conf
KMO
Hyung-Sun Kim, Gen-Soo Song, Hyo-Beom Ahn, Chang-Yong Lee, Jin Ho Kim
2014 J jnl
Comput. Optim. Appl.
Chang-Yong Lee, Dongju Lee
2014 J jnl
IEICE Trans. Inf. Syst.
Chang-Yong Lee, Yong-Jin Park
2010 J jnl
Adv. Inf. Sci. Serv. Sci.
Do-Yoon Ha, Chang-Yong Lee, Hyun-Cheol Jeong, Bong-Nam Noh
2009 Misc conf
WISA
KyoungHee Ko, Hwankuk Kim, Jeongwook Kim, Chang-Yong Lee, Soo-Gil Cha, Hyun-Cheol Jeong
2009 C conf
ICIS
Do-Yoon Ha, Hwankuk Kim, KyoungHee Ko, Chang-Yong Lee, Jeongwook Kim, Hyun-Cheol Jeong
2009 conf
IADIS AC (2)
Chang-Yong Lee
2008 conf
FGCN (2)
Chang-Yong Lee, Hwankuk Kim, KyoungHee Ko, Jeongwook Kim, Hyun-Cheol Jeong
2007 Misc conf
PDPTA
Hyun-Sung Kim, Chang-Yong Lee, Sung-Woon Lee
2007 Misc conf
PDPTA
Hyun-Sung Kim, Jong-Wan Yoon, Chang-Yong Lee, Chang-Hyun Kim
2004 J jnl
IEEE Trans. Evol. Comput.
Chang-Yong Lee, Xin Yao
2003 J jnl
IEEE Trans. Syst. Man Cybern. Part B
Chang-Yong Lee
2001 B conf
CEC
Chang-Yong Lee, Xin Yao
2001 B conf
CEC
Chang-Yong Lee
1997 conf
ICGA
Chang-Yong Lee, Seung Kee Han
1997 C conf
ICEC
Chang-Yong Lee, Seung Kee Han
1996 conf
SEAL
Chang-Yong Lee, Seung Kee Han
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