Onkar Dabeer

67 papers A* 4A 2B 5Misc 3Journal 32Unranked 21
YearRankTypeTitle / Venue / Authors
2025 A* conf
CVPR
Yongshuo Zong, Qin Zhang, Dongsheng An, Zhihua Li, Xiang Xu, Linghan Xu, Zhuowen Tu, Yifan Xing, Onkar Dabeer
2025 J jnl
CoRR
Yongshuo Zong, Qin Zhang, Dongsheng An, Zhihua Li, Xiang Xu, Linghan Xu, Zhuowen Tu, Yifan Xing, Onkar Dabeer
2025 conf
CVPR Workshops
Latha Pemula, Dongqing Zhang, Onkar Dabeer
2024 conf
ECCV (49)
Youngeun Kim, Jun Fang, Qin Zhang, Zhaowei Cai, Yantao Shen, Rahul Duggal, Dripta S. Raychaudhuri, Zhuowen Tu, Yifan Xing, Onkar Dabeer
2024 J jnl
CoRR
Youngeun Kim, Jun Fang, Qin Zhang, Zhaowei Cai, Yantao Shen, Rahul Duggal, Dripta S. Raychaudhuri, Zhuowen Tu, Yifan Xing, Onkar Dabeer
2023 A* conf
CVPR
Achin Jain, Gurumurthy Swaminathan, Paolo Favaro, Hao Yang, Avinash Ravichandran, Hrayr Harutyunyan, Alessandro Achille, Onkar Dabeer, Bernt Schiele, Ashwin Swaminathan, Stefano Soatto
2023 J jnl
CoRR
Achin Jain, Gurumurthy Swaminathan, Paolo Favaro, Hao Yang, Avinash Ravichandran, Hrayr Harutyunyan, Alessandro Achille, Onkar Dabeer, Bernt Schiele, Ashwin Swaminathan, Stefano Soatto
2023 A* conf
CVPR
Hao Li, Charless C. Fowlkes, Hao Yang, Onkar Dabeer, Zhuowen Tu, Stefano Soatto
2023 A* conf
CVPR
Jongheon Jeong, Yang Zou, Taewan Kim, Dongqing Zhang, Avinash Ravichandran, Onkar Dabeer
2023 J jnl
CoRR
Jongheon Jeong, Yang Zou, Taewan Kim, Dongqing Zhang, Avinash Ravichandran, Onkar Dabeer
2022 J jnl
CoRR
Achin Jain, Kibok Lee, Gurumurthy Swaminathan, Hao Yang, Bernt Schiele, Avinash Ravichandran, Onkar Dabeer
2022 conf
ECCV (20)
Kibok Lee, Hao Yang, Satyaki Chakraborty, Zhaowei Cai, Gurumurthy Swaminathan, Avinash Ravichandran, Onkar Dabeer
2022 J jnl
CoRR
Kibok Lee, Hao Yang, Satyaki Chakraborty, Zhaowei Cai, Gurumurthy Swaminathan, Avinash Ravichandran, Onkar Dabeer
2022 J jnl
CoRR
Yang Zou, Jongheon Jeong, Latha Pemula, Dongqing Zhang, Onkar Dabeer
2022 conf
ECCV (30)
Yang Zou, Jongheon Jeong, Latha Pemula, Dongqing Zhang, Onkar Dabeer
2017 J jnl
CoRR
Onkar Dabeer, Radhika Gowaiker, Slawomir K. Grzechnik, Mythreya J. Lakshman, Gerhard Reitmayr, Kiran K. Somasundaram, Ravi Teja Sukhavasi, Xinzhou Wu
2017 A conf
IROS
Onkar Dabeer, Wei Ding, Radhika Gowaiker, Slawomir K. Grzechnik, Mythreya J. Lakshman, Sean Lee, Gerhard Reitmayr, Arunandan Sharma, Kiran K. Somasundaram, Ravi Teja Sukhavasi, Xinzhou Wu
2016 Misc conf
ITA
Onkar Dabeer
2015 conf
NCC
Vineet Gokhale, Subhasis Chaudhuri, Onkar Dabeer
2014 conf
HAPTICS
Amit Bhardwaj, Subhasis Chaudhuri, Onkar Dabeer
2014 J jnl
ACM Trans. Appl. Percept.
Amit Bhardwaj, Subhasis Chaudhuri, Onkar Dabeer
2013 B conf
ISIT
Onkar Dabeer
2013 conf
VTC Fall
Onkar Dabeer, Srinidhi Nagaraja, A. Chockalingam
2013 Misc conf
ITA
Amit Bhardwaj, Onkar Dabeer, Subhasis Chaudhuri
2013 conf
HAVE
Vineet Gokhale, Onkar Dabeer, Subhasis Chaudhuri
2013 J jnl
IEEE Trans. Signal Process.
Onkar Dabeer
2013 conf
VTC Fall
Srinidhi Nagaraja, Onkar Dabeer, A. Chockalingam
2013 J jnl
IEEE Trans. Commun.
Tapan Shah, Onkar Dabeer
2013 J jnl
CoRR
Tapan Shah, Onkar Dabeer
2012 J jnl
IEEE Trans. Inf. Theory
Kishor Barman, Onkar Dabeer
2012 conf
VTC Fall
Tapan Shah, Onkar Dabeer
2011 J jnl
IEEE Trans. Inf. Theory
S. T. Aditya, Onkar Dabeer, Bikash Kumar Dey
2011 conf
ICUMT
Alberto Jimenez-Pacheco, Onkar Dabeer
2011 J jnl
IEEE Trans. Signal Process.
Onkar Dabeer, Subhasis Chaudhuri
2011 J jnl
CoRR
Kishor Barman, Onkar Dabeer
2011 A conf
ICWSM
Onkar Dabeer, Prachi Mehendale, Aditya Karnik, Atul Saroop
2010 J jnl
CoRR
Kishor Barman, Onkar Dabeer
2010 conf
ICC
Onkar Dabeer, Upamanyu Madhow
2010 B conf
ISIT
Kishor Barman, Onkar Dabeer
2010 J jnl
CoRR
Kishor Barman, Onkar Dabeer
2009 J jnl
CoRR
S. T. Aditya, Onkar Dabeer, Bikash Kumar Dey
2009 J jnl
CoRR
S. T. Aditya, Onkar Dabeer, Bikash Kumar Dey
2009 B conf
ISIT
S. T. Aditya, Onkar Dabeer, Bikash Kumar Dey
2009 J jnl
IEEE Trans. Commun.
Kishor Barman, Onkar Dabeer
2009 B conf
MobiHoc
Punit Rathod, Onkar Dabeer, Abhay Karandikar, Anirudha Sahoo
2009 J jnl
IEEE Trans. Commun.
Jaspreet Singh, Onkar Dabeer, Upamanyu Madhow
2009 conf
ICC
Onkar Dabeer
2009 conf
S³@MobiHoc
Punit Rathod, Onkar Dabeer, Abhay Karandikar, Anirudha Sahoo
2008 J jnl
CoRR
Jaspreet Singh, Onkar Dabeer, Upamanyu Madhow
2008 B conf
ISIT
Jaspreet Singh, Onkar Dabeer, Upamanyu Madhow
2008 J jnl
IEEE Trans. Wirel. Commun.
Onkar Dabeer
2008 J jnl
IEEE Trans. Inf. Theory
Onkar Dabeer, Elias Masry
2008 J jnl
CoRR
Jaspreet Singh, Onkar Dabeer, Upamanyu Madhow
2007 conf
ICC
Jaspreet Singh, Onkar Dabeer, Upamanyu Madhow
2007 conf
ICASSP (3)
Onkar Dabeer, Aline Roumy, Christine Guillemot
2007 conf
SIP
Onkar Dabeer, Elias Masry
2006 conf
EUSIPCO
Onkar Dabeer, Aditya Karnik
2006 conf
ICC
Onkar Dabeer
2006 J jnl
IEEE Trans. Inf. Theory
Onkar Dabeer, Aditya Karnik
2005 J jnl
IEEE Trans. Wirel. Commun.
Onkar Dabeer, Elias Masry
2004 J jnl
IEEE Trans. Signal Process.
Onkar Dabeer, Kenneth Sullivan, Upamanyu Madhow, Shivkumar Chandrasekaran, B. S. Manjunath
2003 J jnl
IEEE Trans. Inf. Theory
Onkar Dabeer, Elias Masry
2003 conf
ICIP (2)
Kaushal Solanki, Onkar Dabeer, B. S. Manjunath, Upamanyu Madhow, Shivkumar Chandrasekaran
2003 conf
ICIP (1)
Kenneth Sullivan, Onkar Dabeer, Upamanyu Madhow, B. S. Manjunath, Shivkumar Chandrasekaran
2002 J jnl
IEEE Trans. Inf. Theory
Onkar Dabeer, Elias Masry
2000 J jnl
IEEE Trans. Signal Process.
Onkar Dabeer, Uday Dasai
1998 Misc conf
ICASSP
Onkar Dabeer, Uday B. Desai
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