Mahdi Zahedi

21 papers A* 1A 3C 2Journal 8Unranked 6
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Trans. Emerg. Top. Comput.
Mahdi Zahedi, Taha Shahroodi, Carlos Escuin, Georgi Gaydadjiev, Stephan Wong, Said Hamdioui
2023
Mahdi Zahedi
2023 J jnl
IEEE Access
Mahdi Zahedi, Taha Shahroodi, Stephan Wong, Said Hamdioui
2023 A conf
DATE
Taha Shahroodi, Raphael Cardoso, Mahdi Zahedi, Stephan Wong, Alberto Bosio, Ian O'Connor, Said Hamdioui
2023 conf
ICECS
Carlos Escuin, Fernando García-Redondo, Mahdi Zahedi, Pablo Ibáñez, Teresa Monreal, Víctor Viñals, José María Llabería, James Myers, Julien Ryckaert, Dwaipayan Biswas, Francky Catthoor
2023 conf
SAMOS
Taha Shahroodi, Michael Miao, Mahdi Zahedi, Stephan Wong, Said Hamdioui
2023 conf
ASAP
Taha Shahroodi, Michael Miao, Mahdi Zahedi, Stephan Wong, Said Hamdioui
2023 A conf
DATE
Mahdi Zahedi, Geert Custers, Taha Shahroodi, Georgi Gaydadjiev, Stephan Wong, Said Hamdioui
2023 A* conf
MICRO
Taha Shahroodi, Gagandeep Singh, Mahdi Zahedi, Haiyu Mao, Joël Lindegger, Can Firtina, Stephan Wong, Onur Mutlu, Said Hamdioui
2023 J jnl
CoRR
Taha Shahroodi, Gagandeep Singh, Mahdi Zahedi, Haiyu Mao, Joël Lindegger, Can Firtina, Stephan Wong, Onur Mutlu, Said Hamdioui
2022 J jnl
CoRR
Mahdi Zahedi, Taha Shahroodi, Stephan Wong, Said Hamdioui
2022 conf
AICAS
Abhairaj Singh, Mahdi Zahedi, Taha Shahroodi, Mohit Gupta, Anteneh Gebregiorgis, Manu Komalan, Rajiv V. Joshi, Francky Catthoor, Rajendra Bishnoi, Said Hamdioui
2022 J jnl
IEEE Access
Taha Shahroodi, Mahdi Zahedi, Can Firtina, Mohammed Alser, Stephan Wong, Onur Mutlu, Said Hamdioui
2022 J jnl
CoRR
Taha Shahroodi, Mahdi Zahedi, Can Firtina, Mohammed Alser, Stephan Wong, Onur Mutlu, Said Hamdioui
2022 C conf
DDECS
Troya Çagil Köylü, Luíza C. Garaffa, Cezar Reinbrecht, Mahdi Zahedi, Said Hamdioui, Mottaqiallah Taouil
2022 A conf
ICS
Taha Shahroodi, Mahdi Zahedi, Abhairaj Singh, Stephan Wong, Said Hamdioui
2022 J jnl
ACM J. Emerg. Technol. Comput. Syst.
Mahdi Zahedi, Muath Abu Lebdeh, Christopher Bengel, Dirk J. Wouters, Stephan Menzel, Manuel Le Gallo, Abu Sebastian, Stephan Wong, Said Hamdioui
2022 C conf
VLSI-SoC
Mahdi Zahedi, Taha Shahroodi, Geert Custers, Abhairaj Singh, Stephan Wong, Said Hamdioui
2021 conf
ISVLSI
Mahdi Zahedi, Remon van Duijnen, Stephan Wong, Said Hamdioui
2020 conf
ISVLSI
Mahdi Zahedi, Mahta Mayahinia, Muath Abu Lebdeh, Stephan Wong, Said Hamdioui
2019 J jnl
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Shayan Tabatabaei Nikkhah, Mahdi Zahedi, Mehdi Kamal, Ali Afzali-Kusha, Massoud Pedram
redb/extractors/basicproperties.py
← Index redb/extractors/basicproperties.py python
from dataclasses import asdict
import inspect
import os
import magic
from magika import Magika
from datetime import datetime, timezone
from typing import Any, List, Tuple

from redb.extractors.enum import Tag
from redb.models.dataclasses import BasicProperties
from redb.extractors.extractor import Extractor


class BasicPropertiesExtractor(Extractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        parent_sha256=None,
        precomputed_hashes=None,
        is_fat=None,
        child_sha256=None,
        child_architecture=None,
        child_filetype=None,
        first_seen=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters=exporters,
            index_prefix=index_prefix,
            elastic_index=elastic_index,
            known_benign=known_benign,
            known_malicious=known_malicious,
            precomputed_hashes=precomputed_hashes,
        )
        self.basic_properties = None
        self.elastic_index = self.index_prefix + "-basic_properties"
        self.is_packed = None
        self.parent_sha256 = parent_sha256  # For FAT Mach-O slices, points to container hash
        self.is_fat = is_fat  # True for FAT Mach-O containers, None otherwise
        self.child_sha256 = child_sha256  # SHA256 hashes of children (FAT slices, zip contents)
        self.child_architecture = child_architecture  # Architecture names for FAT Mach-O slices
        self.child_filetype = child_filetype  # Magika filetypes for children (useful for zip archives)
        self.first_seen = first_seen  # From catalog_samples, None for local files

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

    def _extract_basic_properties(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        filename = None  # Reserved for future use
        sample_name = os.path.basename(self.filepath)
        file_entropy = round(self.calculate_entropy(self.binary), 3)
        type_ = magic.from_buffer(self.binary)
        type_mime = magic.from_buffer(self.binary, mime=True)
        type_magika = Magika().identify_bytes(self.binary).output.label
        size = len(self.binary)
        self.basic_properties = BasicProperties(
            filename, sample_name, size, type_, type_mime, type_magika,
            file_entropy, self.is_packed, self.is_fat, self.child_sha256,
            self.child_architecture, self.child_filetype,
            first_seen=str(self.first_seen) if self.first_seen else None,
        )
        self.log.debug(f"Basic Properties dump: {asdict(self.basic_properties)}")

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            self._extract_basic_properties()
            # self.export_to_elastic([self.basic_properties])
            return self.basic_properties
        except Exception as e:
            self.log.error(f"Extract basic properties error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.basic_properties
        elif exporter_type == "ClickHouseExporter":
            data = [[
                self.sha256,
                self.md5,
                self.sha1,
                self.parent_sha256,  # NULL for standalone/FAT, fat_hash for slices
                self.basic_properties.child_sha256 or [],  # SHA256 hashes of children
                self.basic_properties.child_architecture or [],  # Architecture names for FAT slices
                self.basic_properties.child_filetype or [],  # Magika filetypes for children
                self.basic_properties.is_fat,  # True for FAT Mach-O containers, NULL otherwise
                self.basic_properties.filename,
                self.basic_properties.sample_name,
                self.basic_properties.filesize,
                self.basic_properties.file_entropy,
                self.basic_properties.filetype,
                self.basic_properties.filetype_mime,
                self.basic_properties.filetype_magika,
                self.first_seen or datetime(1970, 1, 1, tzinfo=timezone.utc),  # From catalog_samples, epoch zero for local files (uses original datetime, not string)
                datetime.now(timezone.utc)
            ]]

            column_names = [
                'sha256', 'md5', 'sha1', 'parent_sha256', 'child_sha256', 'child_architecture', 'child_filetype',
                'is_fat', 'filename', 'sample_name',
                'filesize', 'file_entropy', 'filetype', 'filetype_mime',
                'filetype_magika', 'first_seen', 'analysis_date'
            ]

            column_type_names = [
                'String', 'String', 'String', 'Nullable(String)',
                'Array(FixedString(64))', 'Array(LowCardinality(String))', 'Array(LowCardinality(String))',
                'Nullable(UInt8)', 'Nullable(String)', 'String',
                'UInt64', 'Float64', 'LowCardinality(String)',
                'LowCardinality(String)', 'LowCardinality(String)',
                'DateTime64(3, \'UTC\')',
                'DateTime64(3, \'UTC\')'
            ]

            return data, column_names, column_type_names

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