Han-joon Kim

55 papers A 1B 5C 4Misc 4Journal 24Unranked 16
YearRankTypeTitle / Venue / Authors
2024 J jnl
IEEE Trans. Medical Imaging
Zhi Wei Tay, Han-joon Kim, John S. Ho, Malini Olivo
2024 J jnl
Comput. Biol. Medicine
Seung-Min Jeong, Young-Do Song, Chae Lin Seok, Jun-Young Lee, Eui Chul Lee, Han-joon Kim
2024 conf
ICAIIC
Sohyeon Yun, Han-joon Kim
2023 J jnl
Data
Do-Hoon Lee, Han-joon Kim
2023 conf
ICUFN
Jin-Woo Yu, Bomin Kim, Jinmo Kim, Han-joon Kim, Ji-Woong Choi
2023 J jnl
Comput. Methods Programs Biomed.
Hyun Kim, Pukyeong Seo, Minju Kim, Jun Il Huh, Jun-Sang Sunwoo, Kwang Su Cha, El Jeong, Han-joon Kim, Ki-Young Jung, Kyung Hwan Kim
2023 B conf
IEEE Big Data
Minsuk Chang, Han-joon Kim
2022 B conf
IEEE Big Data
Jueun Jeong, Hanseok Jeong, Han-joon Kim
2022 B conf
IEEE Big Data
Hanseok Jeong, Junetae Kim, Jueun Jeong, Han-joon Kim
2022 J jnl
IEEE Access
Kyungtae Kim, Han-joon Kim, Dong-Wook Seo, Ji-Woong Choi
2021 J jnl
Int. J. Comput. Vis. Robotics
Han-joon Kim, Jae-Young Chang
2021 C conf
BSN
Rongzhou Lin, Han-joon Kim, Sippanat Achavananthadith, John S. Ho
2019 conf
CCIOT
Seung Yeop Shin, Han-joon Kim
2019 J jnl
Appl. Intell.
Jeongrae Kim, Han-joon Kim, Hyoungrae Kim
2018 conf
BigComp
So Hyeon Kim, Han-joon Kim, Jae-Young Kim
2018 J jnl
J. Inf. Technol. Res.
Jiyun Kim, Han-joon Kim
2018 J jnl
IEEE Access
Han-joon Kim, Kyungtae Kim, Sungmin Han, Dong-Wook Seo, Ji-Woong Choi
2018 J jnl
IEEE Access
Sungmin Han, Han-joon Kim, Jaeseok Lee, Ji-Woong Choi
2018 J jnl
Neurocomputing
Han-joon Kim, Jiyun Kim, Jinseog Kim, Pureum Lim
2017 J jnl
CoRR
Han-mook Yoo, Han-joon Kim, Jonghoon Chun
2017 conf
ICTC
Kyungtae Kim, Han-joon Kim, Ji-Woong Choi
2017 conf
ICTC
Han-joon Kim, Jaeseok Lee, Ji-Woong Choi
2017 J jnl
IEEE Access
Han-joon Kim, Hiroshi Hirayama, Sanghoek Kim, Ki Jin Han, Rui Zhang, Ji-Woong Choi
2016 conf
BigComp
Ki-Joo Hong, Han-joon Kim
2016 B conf
SMC
Han-joon Kim, Jiyun Kim, Jinseog Kim
2015 Misc conf
SAC
Han-joon Kim, Kee-joo Hong, Jae-Young Chang
2013 J jnl
J. Inf. Sci.
Jae-Won Lee, Han-joon Kim, Sang-goo Lee
2011 J jnl
J. Inf. Sci.
Jae-Won Lee, Sang-goo Lee, Han-joon Kim
2011 J jnl
J. Inf. Sci. Eng.
Jae-Won Lee, Han-joon Kim, Sang-goo Lee
2011 J jnl
J. Inf. Sci.
Bangrae Lee, Oh-Jin Kwon, Han-joon Kim
2010 C conf
APWeb
Jae-Won Lee, Han-joon Kim, Sang-goo Lee
2010 Misc conf
SAC
Jae-Won Lee, Han-joon Kim, Sang-goo Lee
2010 conf
ACIS-ICIS
Han-joon Kim, Sungjick Lee, Byungjeong Lee, Sooyong Kang
2010 J jnl
Neurocomputing
Jae-Won Lee, Han-joon Kim, Sang-goo Lee
2010 J jnl
J. Inf. Sci. Eng.
Jung-Yeon Yang, Han-joon Kim, Sang-goo Lee
2010 conf
ACIS-ICIS
Un-Keun Yoon, Han-joon Kim, Jae-Young Chang
2009 conf
CIT (2)
Tao Zhang, Byungjeong Lee, Sooyong Kang, Han-joon Kim, Jinseog Kim
2009 conf
CSE (2)
Un-Keun Yoon, Han-joon Kim
2009 ch.
Encyclopedia of Data Warehousing and Mining
Han-joon Kim
2008 conf
NCM (2)
Min-Kyoung Kim, Han-joon Kim
2008 conf
NCM (2)
Sungjick Lee, Han-joon Kim
2006 C conf
KSEM
Han-joon Kim
2005 J jnl
Neurocomputing
Han-joon Kim, Je-Uk Kim, Young-Gook Ra
2005 J jnl
IEICE Trans. Inf. Syst.
Jae-Young Chang, Han-joon Kim
2005 conf
DEEC
Han-joon Kim, Ki Hun Paek
2004 J jnl
Knowl. Inf. Syst.
Han-joon Kim, Sang-goo Lee
2004 conf
WAIM
Han-joon Kim, Je-Uk Kim
2003 Misc conf
ADC
Han-joon Kim, Taehee Lee, Sang-goo Lee, Jonghun Chun
2003 J jnl
Neurocomputing
Han-joon Kim, Sang-goo Lee
2003 C conf
ISMIS
Han-joon Kim, Jae-Young Chang
2002 Misc conf
SAC
Han-joon Kim, Sang-goo Lee
2001 J jnl
J. Am. Medical Informatics Assoc.
Jonghoon Chun, Han-joon Kim, Sang-goo Lee, Jinwook Choi, Hanik Cho
2000 A conf
CIKM
Han-joon Kim, Sang-goo Lee
1999 B conf
COMPSAC
Han-joon Kim, Sang-goo Lee
1998 conf
MedInfo
Han-joon Kim, Eun-Soo Park, Sang-goo Lee, Yeong-Gil Shin
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