Jake Renzella

26 papers A 1Journal 8Unranked 17
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Christian Bergh, Alexandra Vassar, Natasha Banks, Jessica Xu, Jake Renzella
2026 conf
SIGCSE (1)
Lorenzo Lee Solano, Charles Koutcheme, Juho Leinonen, Alexandra Vassar, Jake Renzella
2026 conf
SIGCSE (2)
Owen Tang, Jake Renzella, Alexandra Vassar
2025 conf
SIGCSE (2)
Jake Renzella, Natasha Banks, Alexandra Vassar
2025 conf
SIGCSE (1)
Jake Renzella, Alexandra Vassar, Lorenzo Lee Solano, Andrew Taylor
2025 conf
SIGCSE (2)
Natasha Banks, Jake Renzella
2025 J jnl
CoRR
Lorenzo Lee Solano, Charles Koutcheme, Juho Leinonen, Alexandra Vassar, Jake Renzella
2025 J jnl
CoRR
Emily Ross, Yuval Kansal, Jake Renzella, Alexandra Vassar, Andrew Taylor
2024 conf
SIGCSE (2)
Lorenzo Lee Solano, Jake Renzella, Alexandra Vassar
2024 conf
SIGCSE (2)
Rifa Jamal, Jake Renzella
2024 conf
Koli Calling
Alexandra Vassar, Jake Renzella, Emily Ross, Andrew Taylor
2024 J jnl
CoRR
Aditya Joshi, Jake Renzella, Pushpak Bhattacharyya, Saurav Jha, Xiangyu Zhang
2024 J jnl
CoRR
Jake Renzella, Alexandra Vassar, Lorenzo Lee Solano, Andrew Taylor
2024 J jnl
CoRR
Alexandra Vassar, Jake Renzella, Emily Ross, Andrew Taylor
2024 conf
SIGCSE (1)
Andrew Taylor, Alexandra Vassar, Jake Renzella, Hammond Pearce
2023 conf
SIGCSE (1)
Andrew Taylor, Jake Renzella, Alexandra Vassar
2023 conf
TALE
Bansri Amish Modi, Andrew Cain, Guy Wood-Bradley, Laura Tubino, Jake Renzella
2023 J jnl
CoRR
Andrew Taylor, Alexandra Vassar, Jake Renzella, Hammond Pearce
2023 conf
SEET@ICSE
Bansri Amish Modi, Andrew Cain, Guy Wood-Bradley, Jake Renzella
2022 J jnl
Comput. Educ. Artif. Intell.
Jake Renzella, Andrew Cain, Jean-Guy Schneider
2021 A conf
SIGCSE
Jake Renzella, Andrew Cain, Jean-Guy Schneider
2020 conf
ICSE (Companion Volume)
Jake Renzella, Andrew Cain, Jean-Guy Schneider
2020 conf
ICSE (SEET)
Jake Renzella, Andrew Cain
2018 conf
TALE
Jonathon Meyers, Andrew Cain, Jake Renzella, Alex Cummaudo
2018 conf
TALE
Jake Renzella, Alex Cummaudo, Andrew Cain, John Grundy, Jonathon Meyers
2017 conf
TALE
Jake Renzella, Andrew Cain
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"