Rafael K. V. Maeda

14 papers A* 2A 2Journal 8Unranked 2
YearRankTypeTitle / Venue / Authors
2022 J jnl
IEEE Trans. Parallel Distributed Syst.
Fan Jiang, Rafael K. V. Maeda, Jun Feng, Shixi Chen, Lin Chen, Xiao Li, Jiang Xu
2020 J jnl
IEEE Trans. Very Large Scale Integr. Syst.
Haoran Li, Zhongyuan Tian, Jiang Xu, Rafael K. V. Maeda, Zhehui Wang, Zhifei Wang
2020 J jnl
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Peng Yang, Zhehui Wang, Zhifei Wang, Jiang Xu, Yi-Shing Chang, Xuanqi Chen, Rafael K. V. Maeda, Jun Feng
2018 A conf
ICCAD
Haoran Li, Zhongyuan Tian, Rafael K. V. Maeda, Xuanqi Chen, Jun Feng, Jiang Xu
2018 J jnl
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Haoran Li, Jiang Xu, Zhe Wang, Rafael K. V. Maeda, Peng Yang, Zhongyuan Tian
2017 A conf
DATE
Haoran Li, Jiang Xu, Zhe Wang, Peng Yang, Rafael K. V. Maeda, Zhongyuan Tian
2017 J jnl
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Haoran Li, Xuan Wang, Jiang Xu, Zhe Wang, Rafael K. V. Maeda, Zhehui Wang, Peng Yang, Luan H. K. Duong, Zhifei Wang
2017 A* conf
HPCA
Rafael K. V. Maeda, Qiong Cai, Jiang Xu, Zhe Wang, Zhongyuan Tian
2017 A* conf
DAC
Zhehui Wang, Zhengbin Pang, Peng Yang, Jiang Xu, Xuanqi Chen, Rafael K. V. Maeda, Zhifei Wang, Luan H. K. Duong, Haoran Li, Zhe Wang
2017 conf
ASP-DAC
Zhe Wang, Zhongyuan Tian, Jiang Xu, Rafael K. V. Maeda, Haoran Li, Peng Yang, Zhehui Wang, Luan H. K. Duong, Zhifei Wang, Xuanqi Chen
2016 J jnl
ACM J. Emerg. Technol. Comput. Syst.
Xuan Wang, Jiang Xu, Zhe Wang, Haoran Li, Peng Yang, Luan H. K. Duong, Rafael K. V. Maeda, Zhifei Wang
2016 J jnl
IEEE Trans. Very Large Scale Integr. Syst.
Zhe Wang, Xuan Wang, Jiang Xu, Haoran Li, Rafael K. V. Maeda, Zhehui Wang, Peng Yang, Luan H. K. Duong, Zhifei Wang
2016 J jnl
IEEE Trans. Very Large Scale Integr. Syst.
Luan H. K. Duong, Zhehui Wang, Mahdi Nikdast, Jiang Xu, Peng Yang, Zhifei Wang, Zhe Wang, Rafael K. V. Maeda, Haoran Li, Xuan Wang, Sébastien Le Beux, Yvain Thonnart
2016 conf
AISTECS@HiPEAC
Rafael K. V. Maeda, Peng Yang, Xiaowen Wu, Zhe Wang, Jiang Xu, Zhehui Wang, Haoran Li, Luan H. K. Duong, Zhifei Wang
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"