J. Chris Sackellares

15 papers Journal 13Unranked 2
YearRankTypeTitle / Venue / Authors
2008 J jnl
J. Comb. Optim.
Chang-Chia Liu, Panos M. Pardalos, Wanpracha Art Chaovalitwongse, Deng-Shan Shiau, Georges Ghacibeh, Wichai Suharitdamrong, J. Chris Sackellares
2007 J jnl
Comput. Intell. Neurosci.
Anant Hegde, Deniz Erdogmus, Deng-Shan Shiau, José C. Príncipe, J. Chris Sackellares
2006 conf
EMBC
Sandeep P. Nair, J. Chris Sackellares, Deng-Shan Shiau, Wendy M. Norman, Linda K. Dance, Panos M. Pardalos, José C. Príncipe, Paul R. Carney
2005 J jnl
Optim. Methods Softw.
Wanpracha Art Chaovalitwongse, Panos M. Pardalos, Leonidas D. Iasemidis, Deng-Shan Shiau, J. Chris Sackellares
2005 J jnl
Signal Process.
Anant Hegde, Deniz Erdogmus, Deng-Shan Shiau, José Carlos Príncipe, J. Chris Sackellares
2004 J jnl
IEEE Trans. Biomed. Eng.
Leonidas D. Iasemidis, Deng-Shan Shiau, J. Chris Sackellares, Panos M. Pardalos, Awadhesh Prasad
2004 J jnl
Math. Program.
Panos M. Pardalos, Wanpracha Art Chaovalitwongse, Leonidas D. Iasemidis, J. Chris Sackellares, Deng-Shan Shiau, Paul R. Carney, Oleg A. Prokopyev, Vitaliy A. Yatsenko
2003 J jnl
IEEE Trans. Biomed. Eng.
Leonidas D. Iasemidis, Deng-Shan Shiau, Wanpracha Art Chaovalitwongse, J. Chris Sackellares, Panos M. Pardalos, José C. Príncipe, Paul R. Carney, Awadhesh Prasad, Balaji Veeramani, Kostas Tsakalis
2003 J jnl
Comput. Stat. Data Anal.
Panos M. Pardalos, Vitaliy A. Yatsenko, J. Chris Sackellares, Deng-Shan Shiau, Wanpracha Art Chaovalitwongse, Leonidas D. Iasemidis
2003 J jnl
Ann. Oper. Res.
Panos M. Pardalos, J. Chris Sackellares, Vitaliy A. Yatsenko, Sergiy Butenko
2003 J jnl
Optim. Methods Softw.
Leonidas D. Iasemidis, Panos M. Pardalos, Deng-Shan Shiau, Wanpracha Art Chaovalitwongse, K. Narayanan, Shiv Kumar, Paul R. Carney, J. Chris Sackellares
2003 J jnl
Comput. Stat. Data Anal.
Panos M. Pardalos, J. Chris Sackellares, Leonidas D. Iasemidis, Vitaliy A. Yatsenko, Mark C. K. Yang, Deng-Shan Shiau, Wanpracha Art Chaovalitwongse
2001 J jnl
J. Comb. Optim.
Leonidas D. Iasemidis, Panos M. Pardalos, J. Chris Sackellares, Deng-Shan Shiau
1999 conf
Discrete Mathematical Problems with Medical Applications
Leonidas D. Iasemidis, Deng-Shan Shiau, J. Chris Sackellares, Panos M. Pardalos
1992 J jnl
IEEE Trans. Biomed. Eng.
Hitten P. Zaveri, William J. Williams, Leonidas D. Iasemidis, J. Chris Sackellares
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"