Neetesh Kumar

63 papers B 4C 1Journal 51Unranked 7
YearRankTypeTitle / Venue / Authors
2026 J jnl
IEEE Trans. Netw. Serv. Manag.
Indukuri Mani Varma, Neetesh Kumar
2026 J jnl
IEEE Commun. Surv. Tutorials
Vijay Prakash Bijlwan, Neetesh Kumar
2026 J jnl
IEEE Trans. Comput. Soc. Syst.
Nisha Singh Chauhan, Neetesh Kumar
2026 J jnl
IEEE Trans. Comput. Soc. Syst.
Nisha Singh Chauhan, Ashok Arora, Neetesh Kumar
2026 J jnl
IEEE Trans. Comput. Soc. Syst.
Shikhar Vashistha, Neetesh Kumar
2026 J jnl
IEEE Trans. Mob. Comput.
Shikhar Singh Lodhi, Neetesh Kumar, Pradumn Kumar Pandey
2025 J jnl
IEEE Trans. Consumer Electron.
Indukuri Mani Varma, Neetesh Kumar, Novella Bartolini
2025 J jnl
CoRR
Ashok Arora, Neetesh Kumar
2025 J jnl
IEEE Trans. Intell. Transp. Syst.
Shikhar Singh Lodhi, Neetesh Kumar, Pradumn Kumar Pandey
2025 J jnl
ACM Trans. Cyber Phys. Syst.
Ashok Arora, Neetesh Kumar, Pramod Kumar Singh
2025 conf
ICC
Indukuri Mani Varma, Naman Sati, Neetesh Kumar
2025 J jnl
IEEE Trans. Intell. Transp. Syst.
Vibha Bharilya, Ashok Arora, Neetesh Kumar
2024 J jnl
IEEE Trans. Intell. Transp. Syst.
Nisha Singh Chauhan, Neetesh Kumar, Azim Eskandarian
2024 J jnl
Multim. Tools Appl.
Sanjay Patidar, Rajni Jindal, Neetesh Kumar
2024 J jnl
Eng. Appl. Artif. Intell.
Nisha Singh Chauhan, Neetesh Kumar
2024 J jnl
J. Supercomput.
Pooja Mishra, W. Wilfred Godfrey, Neetesh Kumar
2024 J jnl
CoRR
Shikhar Vashistha, Neetesh Kumar
2024 J jnl
Concurr. Comput. Pract. Exp.
Dinesh Soni, Neetesh Kumar
2024 J jnl
Multim. Tools Appl.
Navjot Singh, Paras Saini, Om Shubham, Rituraj Awasthi, Anurag Bharti, Neetesh Kumar
2024 J jnl
Veh. Commun.
Vibha Bharilya, Neetesh Kumar
2024 J jnl
IEEE Trans. Comput. Soc. Syst.
Nisha Singh Chauhan, Neetesh Kumar
2024 conf
VTC Fall
Anuj Sachan, Nisha Singh Chauhan, Neetesh Kumar
2024 J jnl
ACM Trans. Internet Techn.
Anuj Sachan, Neetesh Kumar
2024 J jnl
IEEE Trans. Veh. Technol.
Anuj Sachan, Neetesh Kumar
2024 J jnl
ACM Trans. Cyber Phys. Syst.
Neetesh Kumar, Navjot Singh, Anuj Sachan, Rashmi Chaudhry
2024 conf
ICONIP (1)
Vibha Bharilya, Neetesh Kumar
2023 B conf
GLOBECOM
Ravjot Singh, Prakhar Gupta, Naman Jain, Neetesh Kumar, Pravendra Singh
2023 J jnl
Veh. Commun.
Indukuri Mani Varma, Neetesh Kumar
2023 J jnl
Appl. Intell.
Dheeraj Jutury, Neetesh Kumar, Anuj Sachan, Yash Daultani, Naveen Dhakad
2023 J jnl
Veh. Commun.
Shikhar Singh Lodhi, Neetesh Kumar, Pradumn Kumar Pandey
2023 B conf
CCGrid
Anuj Sachan, Nisha Singh Chauhan, Neetesh Kumar
2023 J jnl
CoRR
Vibha Bharilya, Neetesh Kumar
2023 conf
KST
Anuj Sachan, Yash Daultani, Neetesh Kumar
2023 J jnl
J. Supercomput.
Anuj Sachan, Neetesh Kumar
2023 J jnl
IEEE Syst. J.
Anuj Sachan, Neetesh Kumar
2023 B conf
GLOBECOM
Indukuri Mani Varma, Neetesh Kumar
2022 J jnl
IEEE Trans. Green Commun. Netw.
Rashmi Chaudhry, Neetesh Kumar
2022 J jnl
Int. J. Commun. Syst.
Pooja Mishra, Neetesh Kumar, W. Wilfred Godfrey
2022 J jnl
IEEE Trans. Intell. Transp. Syst.
Neetesh Kumar, Rashmi Chaudhry, Omprakash Kaiwartya, Neeraj Kumar
2022 J jnl
IEEE Trans. Intell. Transp. Syst.
Neetesh Kumar, Sarthak Mittal, Vaibhav Garg, Neeraj Kumar
2022 J jnl
Int. J. Commun. Syst.
Rajni Jindal, Neetesh Kumar, Sanjay Patidar
2022 J jnl
J. Netw. Comput. Appl.
Dinesh Soni, Neetesh Kumar
2022 conf
ICONIP (7)
Nisha Singh Chauhan, Neetesh Kumar
2021 J jnl
Clust. Comput.
Neetesh Kumar, Deo Prakash Vidyarthi
2021 J jnl
Soft Comput.
Neetesh Kumar, Navjot Singh, Deo Prakash Vidyarthi
2021 B conf
MASS
Vaibhav Garg, Anuj Sachan, Neetesh Kumar, Sarthak Mittal
2021 J jnl
Simul. Model. Pract. Theory
Anubha Aggarwal, Neetesh Kumar, Deo Prakash Vidyarthi, Rajkumar Buyya
2021 J jnl
IEEE Trans. Intell. Transp. Syst.
Neetesh Kumar, Syed Shameerur Rahman, Navin Dhakad
2021 J jnl
IEEE Trans. Intell. Transp. Syst.
Neetesh Kumar, Rashmi Chaudhry, Omprakash Kaiwartya, Neeraj Kumar, Syed Hassan Ahmed
2020 conf
FICTA (1)
Rajni Jindal, Neetesh Kumar, Sanjay Patidar
2019 J jnl
IEEE Trans. Green Commun. Netw.
Rashmi Chaudhry, Shashikala Tapaswi, Neetesh Kumar
2019 J jnl
Comput. J.
Neetesh Kumar, Deo Prakash Vidyarthi
2019 J jnl
Sustain. Comput. Informatics Syst.
Neetesh Kumar, Deo Prakash Vidyarthi
2019 conf
ICII
Neetesh Kumar, Syed Shameerur Rahman
2019 J jnl
Inf. Sci.
Rashmi Chaudhry, Shashikala Tapaswi, Neetesh Kumar
2018 J jnl
Appl. Intell.
Rashmi Chaudhry, Shashikala Tapaswi, Neetesh Kumar
2018 J jnl
IEEE Access
Asif Ali Laghari, Hui He, Asiya Khan, Neetesh Kumar, Rupak Kharel
2017 J jnl
Computing
Neetesh Kumar, Deo Prakash Vidyarthi
2017 C conf
HIS
Rashika Bangroo, Neetesh Kumar, Reya Sharma
2017 J jnl
Future Gener. Comput. Syst.
Neetesh Kumar, Deo Prakash Vidyarthi
2016 J jnl
Soft Comput.
Neetesh Kumar, Deo Prakash Vidyarthi
2016 J jnl
Eng. Comput.
Neetesh Kumar, Deo Prakash Vidyarthi
2014 J jnl
Computing
Neetesh Kumar, Deo Prakash Vidyarthi
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