J. Manuel Cano Izquierdo

20 papers B 1Misc 2Journal 13Unranked 4
YearRankTypeTitle / Venue / Authors
2016 J jnl
Expert Syst. Appl.
Juan Antonio Martínez León, J. Manuel Cano Izquierdo, Julio Ibarrola
2016 J jnl
IEEE Syst. J.
Miguel Almonacid, Julio Ibarrola, J. Manuel Cano Izquierdo
2013 J jnl
J. Intell. Fuzzy Syst.
J. Manuel Cano Izquierdo, Miguel Pinzolas, Eduardo Gómez-Sánchez, Marcos J. Araúzo-Bravo, Julio Ibarrola
2012 J jnl
IEEE Trans Autom. Sci. Eng.
J. Manuel Cano Izquierdo, Julio Ibarrola, Miguel Almonacid Kroeger
2010 J jnl
Eng. Appl. Artif. Intell.
J. Manuel Cano Izquierdo, Miguel Almonacid, J. J. Ibarrola
2010 J jnl
IEEE Trans. Intell. Transp. Syst.
Rafael Toledo-Moreo, Miguel Pinzolas-Prado, J. Manuel Cano Izquierdo
2010 J jnl
Robotics Auton. Syst.
Ana Toledo Moreo, Rafael Toledo-Moreo, J. Manuel Cano Izquierdo, Miguel Pinzolas-Prado
2009 conf
IWINAC (2)
Ana Toledo Moreo, Rafael Toledo-Moreo, J. Manuel Cano Izquierdo
2009 J jnl
Neural Networks
J. Manuel Cano Izquierdo, Miguel Almonacid, Miguel Pinzolas, Julio Ibarrola
2008 J jnl
Neural Networks
J. Manuel Cano Izquierdo, Julio Ibarrola, Miguel Pinzolas, Miguel Almonacid
2007 conf
IWINAC (2)
J. Manuel Cano Izquierdo, Julio Ibarrola, Miguel Almonacid
2007 conf
IWINAC (2)
Rafael Toledo, Miguel Pinzolas, J. Manuel Cano Izquierdo
2002 J jnl
IEEE Trans. Neural Networks
Eduardo Gómez-Sánchez, Yannis A. Dimitriadis, J. Manuel Cano Izquierdo, Juan López Coronado
2001 J jnl
Neural Networks
J. Manuel Cano Izquierdo, Yannis A. Dimitriadis, Eduardo Gómez-Sánchez, Juan López Coronado
2001 J jnl
Intell. Autom. Soft Comput.
Eduardo Gómez-Sánchez, Yannis A. Dimitriadis, M. Sánchez-Reyes Más, P. Sánchez Gracía, J. Manuel Cano Izquierdo, Juan López Coronado
2000 conf
IJCNN (6)
Eduardo Gómez-Sánchez, Yannis A. Dimitriadis, J. Manuel Cano Izquierdo, Juan López Coronado
1998 J jnl
Pattern Recognit. Lett.
Eduardo Gómez-Sánchez, J. A. Gago González, Yannis A. Dimitriadis, J. Manuel Cano Izquierdo, Juan López Coronado
1997 Misc conf
IWANN
R. Sanz Guadarrama, Yannis A. Dimitriadis, Gregorio Ismael Sainz Palmero, J. Manuel Cano Izquierdo, Juan López Coronado
1996 B conf
ICPR
Gregorio Ismael Sainz Palmero, J. Manuel Cano Izquierdo, Yannis A. Dimitriadis, Juan López Coronado
1995 Misc conf
IWANN
J. Pérez Maroto, Yannis A. Dimitriadis, J. Manuel Cano Izquierdo, Juan López Coronado
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"