Rahul Nath

25 papers B 10Journal 10Unranked 5
YearRankTypeTitle / Venue / Authors
2025 J jnl
Reliab. Eng. Syst. Saf.
Md Abdul Malek Chowdury, Rahul Nath, Amit Rauniyar, Amit K. Shukla, Pranab K. Muhuri
2025 conf
FUZZ
Md Abdul Malek Chowdury, Amit K. Shukla, Rahul Nath, Amit Rauniyar, Pranab K. Muhuri
2025 conf
FUZZ
Md Abdul Malek Chowdury, Rahul Nath, Amit K. Shukla, Amit Rauniyar, Pranab K. Muhuri
2024 J jnl
Reliab. Eng. Syst. Saf.
Rahul Nath, Pranab K. Muhuri
2024 J jnl
Reliab. Eng. Syst. Saf.
Md Abdul Malek Chowdury, Rahul Nath, Amit K. Shukla, Amit Rauniyar, Pranab K. Muhuri
2023 conf
FUZZ
Rahul Nath, Grégory Smits, Olivier Pivert
2022 J jnl
Reliab. Eng. Syst. Saf.
Rahul Nath, Pranab K. Muhuri
2022 conf
ADMA (2)
Rajib Das, Rahul Nath, Amit K. Shukla, Pranab K. Muhuri
2021 J jnl
IEEE Trans. Fuzzy Syst.
Pranab K. Muhuri, Rahul Nath, Amit K. Shukla
2021 B conf
SMC
Amit K. Shukla, Md Abdul Malek Chowdury, Rahul Nath, Pranab K. Muhuri
2021 J jnl
Artif. Intell. Rev.
Absalom E. Ezugwu, Amit K. Shukla, Rahul Nath, Andronicus Ayobami Akinyelu, Jeffrey O. Agushaka, Haruna Chiroma, Pranab K. Muhuri
2020 J jnl
Eng. Appl. Artif. Intell.
Amit K. Shukla, Rahul Nath, Pranab K. Muhuri, Q. M. Danish Lohani
2019 J jnl
Reliab. Eng. Syst. Saf.
Pranab K. Muhuri, Rahul Nath
2019 B conf
CEC
Rahul Nath, Amit Rauniyar, Pranab K. Muhuri
2019 B conf
FUZZ-IEEE
Prashant K. Gupta, Rahul Nath, Pranab K. Muhuri
2019 B conf
CEC
Amit Rauniyar, Rahul Nath, Pranab K. Muhuri
2019 J jnl
Comput. Ind. Eng.
Amit Rauniyar, Rahul Nath, Pranab K. Muhuri
2019 J jnl
Future Gener. Comput. Syst.
Pranab K. Muhuri, Amit Rauniyar, Rahul Nath
2018 conf
SSCI
Rahul Nath, Amit Rauniyar, Pranab K. Muhuri, Amit K. Shukla
2017 B conf
CEC
Rahul Nath, Zubair Ashraf, Pranab K. Muhuri, Q. M. Danish Lohani
2017 B conf
FUZZ-IEEE
Amit K. Shukla, Rahul Nath, Pranab K. Muhuri
2015 B conf
FUZZ-IEEE
Amit K. Shukla, Rahul Nath, Pranab K. Muhuri
2014 B conf
FUZZ-IEEE
Zubair Ashraf, Pranab K. Muhuri, Q. M. Danish Lohani, Rahul Nath
2014 B conf
FUZZ-IEEE
Rahul Nath, Amit K. Shukla, Pranab K. Muhuri
2013 B conf
FUZZ-IEEE
Rahul Nath, Amit K. Shukla, Pranab K. Muhuri, Q. M. Danish Lohani
redb/extractors/pe_extractors/pe_resources.py
← Index redb/extractors/pe_extractors/pe_resources.py python
from hashlib import sha256
import inspect
from datetime import datetime, timezone
from typing import Any

import magic
from magika import Magika
import pefile
from pefile import UnicodeStringWrapperPostProcessor

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PEResource


class PEResourceExtractor(PEExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.elastic_index = self.index_prefix + "-pe_resources"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_resources(self):
        """
        Returns:
        resources: a list of dictionaries, one per each resources type found.
                    each dictionary the key represents the name of the content,
                    which is the value itself.
                    Empty list if no resources present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        resources_list = []
        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_RESOURCE"):
                for resource_type in self.pe.DIRECTORY_ENTRY_RESOURCE.entries:
                    # if resource_type.name is not None:
                    #     name = resource_type.name
                    # else:
                    #     name = pefile.RESOURCE_TYPE.get(resource_type.struct.Id)
                    # if not name:
                    #     name = resource_type.struct.Id
                    name = (
                        resource_type.name
                        if resource_type.name is not None
                        else pefile.RESOURCE_TYPE.get(resource_type.struct.Id)
                    )
                    if isinstance(name, UnicodeStringWrapperPostProcessor):
                        name = name.decode()
                    try:
                        if hasattr(resource_type, "directory"):
                            for resource_id in resource_type.directory.entries:
                                if hasattr(resource_id, "directory"):
                                    for resource_lang in resource_id.directory.entries:
                                        rsrc_data = self.pe.get_data(
                                            resource_lang.data.struct.OffsetToData,
                                            resource_lang.data.struct.Size,
                                        )
                                        file_type = magic.from_buffer(rsrc_data)
                                        magik = Magika().identify_bytes(rsrc_data).output.label

                                        rsrc_entropy = (
                                            "%.2f"
                                            % pefile.SectionStructure.entropy_H(
                                                self.pe, rsrc_data
                                            )
                                        )
                                        rsrc_sha256 = sha256(rsrc_data).hexdigest()
                                        lang = pefile.LANG.get(
                                            resource_lang.data.lang, "*unknown*"
                                        )
                                        sublang = pefile.get_sublang_name_for_lang(
                                            resource_lang.data.lang,
                                            resource_lang.data.sublang,
                                        )
                                        pe_resource = PEResource(
                                            _id=rsrc_sha256,
                                            resource_type=name,
                                            resource_entropy=rsrc_entropy,
                                            resource_sha256=rsrc_sha256,
                                            resource_filetype=file_type,
                                            resource_magika=magik,
                                            resource_language=lang,
                                            resource_rva=resource_lang.data.struct.OffsetToData,
                                            resource_size=resource_lang.data.struct.Size,
                                            resource_sub_lang=sublang,
                                        )
                                        resources_list.append(pe_resource)
                    except Exception as e:
                        self.log.warning(
                            f"Continue after Error in {self.hash.sha256}: {resource_type.name} "
                            f"Exception: {e}",
                            stack_info=True,
                        )
                        # resources_list.append({f"{e} - {resource_type.name}"})
                        continue
        except Exception as e:
            self.log.exception(
                f"Extract exports error {self.hash.sha256} Exception: {e}"
            )
        self.log.debug(f"Resource list {resources_list}")
        return resources_list

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            resources = self._extract_resources()
            # self.export_to_elastic(resources)  # Let the exporters handle this
            return resources
        except Exception as e:
            self.log.error(f"Extract resources error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            resources = self.extract()
            if resources is None:
                return None
            
            data = []
            current_time = datetime.now(timezone.utc)
            
            for resource in resources:
                data.append([
                    self.sha256,                    # sha256
                    self.md5,                       # md5
                    self.sha1,                      # sha1
                    resource.resource_type,         # resource_type
                    resource.resource_entropy,      # resource_entropy
                    resource.resource_sha256,       # resource_sha256
                    resource.resource_filetype,     # resource_filetype
                    resource.resource_magika,       # resource_magika
                    resource.resource_language,     # resource_language
                    resource.resource_sub_lang,     # resource_sub_lang
                    resource.resource_size,         # resource_size
                    resource.resource_rva,          # resource_rva
                    current_time                    # analysis_date
                ])
            
            column_names = [
                'sha256', 'md5', 'sha1', 'resource_type', 'resource_entropy',
                'resource_sha256', 'resource_filetype', 'resource_magika',
                'resource_language', 'resource_sub_lang', 'resource_size',
                'resource_rva', 'analysis_date'
            ]
            
            if not data:
                return None

            column_type_names = [
                'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                'LowCardinality(Nullable(String))', 'Float64',
                'FixedString(64)', 'LowCardinality(Nullable(String))', 'LowCardinality(Nullable(String))',
                'LowCardinality(Nullable(String))', 'LowCardinality(Nullable(String))', 'UInt64',
                'UInt64', 'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

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