Orhan Feyzioglu

31 papers B 1C 1Journal 21Unranked 7
YearRankTypeTitle / Venue / Authors
2023 J jnl
Ann. Oper. Res.
Nazmi Sener, Orhan Feyzioglu
2021 conf
APMS (3)
Gülçin Büyüközkan, Öykü Ilicak, Orhan Feyzioglu
2021 conf
APMS (5)
Gülçin Büyüközkan, Celal Alpay Havle, Orhan Feyzioglu
2020 J jnl
J. Intell. Fuzzy Syst.
Gülçin Büyüközkan, Celal Alpay Havle, Orhan Feyzioglu, Fethullah Göçer
2020 conf
IEEA
Gülçin Büyüközkan, Celal Alpay Havle, Orhan Feyzioglu, Deniz Uztürk
2018 J jnl
Expert Syst. Appl.
Orhan Ilker Kolak, Orhan Feyzioglu, Nilay Noyan
2018 J jnl
Soft Comput.
Gülçin Büyüközkan, Fethullah Göçer, Orhan Feyzioglu
2018 J jnl
J. Multiple Valued Log. Soft Comput.
Gülçin Büyüközkan, Fethullah Göçer, Orhan Feyzioglu
2017 conf
EUSFLAT/IWIFSGN (1)
Gülçin Büyüközkan, Fethullah Göçer, Orhan Feyzioglu
2017 B conf
FUZZ-IEEE
Gülçin Büyüközkan, Fethullah Göçer, Orhan Feyzioglu
2015 J jnl
Expert Syst. Appl.
Jbid Arsenyan, Gülçin Büyüközkan, Orhan Feyzioglu
2013 J jnl
Int. J. Comput. Intell. Syst.
Sinan Apak, Özalp Vayvay, Orhan Feyzioglu
2012 J jnl
Optim. Lett.
Ufuk Bahçeci, Orhan Feyzioglu
2011 J jnl
Int. J. Comput. Intell. Syst.
Gülçin Büyüközkan, Orhan Feyzioglu, Gizem Çifçi
2011 J jnl
Ann. Oper. Res.
I. Kuban Altinel, Bora Çekyay, Orhan Feyzioglu, Muhammed Emre Keskin, Süleyman Özekici
2008 J jnl
Int. J. Comput. Integr. Manuf.
Orhan Feyzioglu, Gülçin Büyüközkan
2008 J jnl
J. Decis. Syst.
Orhan Feyzioglu, Henri Pierreval
2008 conf
MCDM
Orhan Feyzioglu, Gülçin Büyüközkan
2008 J jnl
J. Multiple Valued Log. Soft Comput.
Gülçin Büyüközkan, Orhan Feyzioglu
2008 J jnl
Eur. J. Oper. Res.
Orhan Feyzioglu, I. Kuban Altinel, Süleyman Özekici
2007 J jnl
Int. J. Intell. Syst.
Gülçin Büyüközkan, Da Ruan, Orhan Feyzioglu
2007 J jnl
Comput. Ind.
Gülçin Büyüközkan, Orhan Feyzioglu, Da Ruan
2006 conf
Australian Conference on Artificial Intelligence
Orhan Feyzioglu, Gülçin Büyüközkan
2006 conf
FSKD
Gülçin Büyüközkan, Orhan Feyzioglu
2006 J jnl
Comput. Stat. Data Anal.
Orhan Feyzioglu, I. Kuban Altinel, Süleyman Özekici
2005 ch.
Intelligent Data Mining
Gülçin Büyüközkan, Orhan Feyzioglu
2005 J jnl
Comput. Ind. Eng.
Gülçin Büyüközkan, Orhan Feyzioglu
2004 J jnl
Comput. Ind.
Gülçin Büyüközkan, Orhan Feyzioglu
2003 C conf
IFSA
S. Ilker Birbil, Orhan Feyzioglu
2002 J jnl
Reliab. Eng. Syst. Saf.
I. Kuban Altinel, Süleyman Özekici, Orhan Feyzioglu
2001 J jnl
J. Oper. Res. Soc.
I. Kuban Altinel, Süleyman Özekici, Orhan Feyzioglu
redb/extractors/malcontent.py
← Index redb/extractors/malcontent.py python
import inspect
import json
import subprocess
from typing import Any
from datetime import datetime, timezone

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

load_dotenv(override=True)


class MalcontentExtractor(Extractor):
    """
    Extractor for malcontent tool from chainguard-dev/malcontent.

    Malcontent discovers supply-chain compromises through context, differential
    analysis, and 14,000+ YARA rules. It analyzes binaries and code to detect
    malicious content and suspicious behavioral patterns.

    Binary can be extracted from Docker image:
        docker cp $(docker create cgr.dev/chainguard/malcontent:latest):/usr/bin/mal /usr/local/bin/mal

    Stores full JSON output for materialized view extraction.
    """

    # Cache version at class level to avoid repeated subprocess calls
    _cached_version = None

    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.malcontent = None

    @classmethod
    def _get_malcontent_version(cls, log) -> str:
        """Get malcontent version, cached at class level."""
        if cls._cached_version is not None:
            return cls._cached_version

        malcontent_path = os.getenv("MALCONTENT_PATH", "/usr/local/bin/mal")
        try:
            result = subprocess.run(
                [malcontent_path, "--version"],
                capture_output=True,
                text=True,
                timeout=10
            )
            version_output = result.stdout.strip()
            if result.returncode == 0 and version_output:
                # Parse "malcontent version v1.21.5" -> "1.21.5"
                if version_output.startswith("malcontent version v"):
                    version_output = version_output[len("malcontent version v"):]
                elif version_output.startswith("malcontent version "):
                    version_output = version_output[len("malcontent version "):]
                cls._cached_version = version_output
            else:
                cls._cached_version = "unknown"
        except Exception as e:
            log.warning(f"Could not get malcontent version: {e}")
            cls._cached_version = "unknown"

        return cls._cached_version

    def _extract_malcontent(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        TIMEOUT = int(os.getenv("MALCONTENT_TIMEOUT", "300"))
        malcontent_path = os.getenv("MALCONTENT_PATH", "/usr/local/bin/mal")

        malcontent_command = [malcontent_path, "analyze", "--format=json", self.filepath]

        import signal

        try:
            process = subprocess.Popen(
                malcontent_command,
                stdout=subprocess.PIPE,
                stderr=subprocess.PIPE,
                text=True,
                preexec_fn=os.setsid
            )

            try:
                stdout, stderr = process.communicate(timeout=TIMEOUT)
                if process.returncode != 0:
                    self.log.error(f"Error running malcontent, return code: {process.returncode}, stderr: {stderr}")
                    return {}
            except subprocess.TimeoutExpired:
                self.log.warning(f"The malcontent command timed out after {TIMEOUT} seconds, terminating process group")
                try:
                    os.killpg(process.pid, signal.SIGTERM)
                    try:
                        process.wait(timeout=3)
                    except subprocess.TimeoutExpired:
                        self.log.warning("Process didn't terminate with SIGTERM, sending SIGKILL")
                        os.killpg(process.pid, signal.SIGKILL)
                    process.wait()
                except (ProcessLookupError, OSError) as e:
                    self.log.warning(f"Error while killing process: {e}")
                return {}

            try:
                malcontent_output = json.loads(stdout)
            except json.JSONDecodeError as e:
                self.log.error(f"Error parsing malcontent output: {e}")
                return {}

            # Unwrap the Files/<path> structure to get the inner content
            # Structure is: {"Files": {"/path/to/file": {<actual content>}}}
            files_dict = malcontent_output.get("Files", {})
            if not files_dict:
                self.log.warning("Malcontent output has no 'Files' key")
                return {}

            # Get the first (and only) file's content
            file_content = next(iter(files_dict.values()), {})
            if not file_content:
                self.log.warning("Malcontent output has empty file content")
                return {}

            # Extract risk score and level from the unwrapped content
            risk_score = file_content.get("RiskScore", 0)
            risk_level = file_content.get("RiskLevel", "")

            version = self._get_malcontent_version(self.log)

            self.malcontent = Malcontent(
                malcontent_dump=json.dumps(file_content),
                version=version,
                risk_score=risk_score,
                risk_level=risk_level
            )
            self.log.debug(f"Malcontent analysis complete, version={version}, risk={risk_level}({risk_score})")

        except Exception as e:
            self.log.error(f"Unexpected error in malcontent extraction: {str(e)}")
            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 == "ClickHouseExporter":
            current_time = datetime.now(timezone.utc)

            data = [[
                self.sha256,
                current_time,
                self.malcontent.version,
                self.malcontent.risk_score,
                self.malcontent.risk_level,
                self.malcontent.malcontent_dump
            ]]

            column_names = [
                'sha256', 'analysis_date',
                'malcontent_version', 'malcontent_risk_score', 'malcontent_risk_level',
                'malcontent_json'
            ]

            column_type_names = [
                'FixedString(64)',
                'DateTime64(3, \'UTC\')',
                'LowCardinality(String)', 'UInt8', 'LowCardinality(String)',
                'JSON'
            ]

            return (data, column_names, column_type_names)

    def get_clickhouse_table(self) -> str:
        return "redb_malcontent"

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            self._extract_malcontent()
            return self.malcontent
        except Exception as e:
            self.log.error(f"Error extracting malcontent: {e}")
            return None

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