Mads Rosendahl Thomsen

18 papers Journal 8Unranked 10
YearRankTypeTitle / Venue / Authors
2024 conf
LREC/COLING
Yuri Bizzoni, Pascale Feldkamp Moreira, Ida Marie Schytt Lassen, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2024 J jnl
CoRR
Yuri Bizzoni, Pascale Feldkamp Moreira, Ida Marie Schytt Lassen, Mia Jacobsen, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2023 conf
NoDaLiDa
Yuri Bizzoni, Pascale Moreira, Nicole Dwenger, Ida Marie Schytt Lassen, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2023 conf
INTERACT (4)
Mads Rosendahl Thomsen, Mathias Halilovic, Alexandru Giuran, Markus Löchtefeld
2023 conf
CHR
Ida Marie Schytt Lassen, Pascale Feldkamp Moreira, Yuri Bizzoni, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2023 conf
WASSA@ACL
Yuri Bizzoni, Pascale Moreira, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2023 conf
DH
Ida Marie Schytt Lassen, Yuri Bizzoni, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2023 J jnl
J. Data Min. Digit. Humanit.
Yuri Bizzoni, Pascale Moreira, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2022 conf
CHR
Yuri Bizzoni, Mads Rosendahl Thomsen, Ida Marie Schytt Lassen, Kristoffer L. Nielbo
2022 J jnl
J. Data Min. Digit. Humanit.
Yuri Bizzoni, Telma Peura, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2022 conf
NLPerspectives@LREC
Yuri Bizzoni, Ida Marie Schytt Lassen, Telma Peura, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2022 conf
CHR
Ida Marie Schytt Lassen, Yuri Bizzoni, Telma Peura, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2022 J jnl
CoRR
Ida Marie Schytt Lassen, Yuri Bizzoni, Telma Peura, Mads Rosendahl Thomsen, Kristoffer Laigaard Nielbo
2021 J jnl
Digit. Scholarsh. Humanit.
Qiyue Hu, Bin Liu, Mads Rosendahl Thomsen, Jianbo Gao, Kristoffer L. Nielbo
2021 J jnl
World Wide Web
Qiyue Hu, Bin Liu, Jianbo Gao, Kristoffer L. Nielbo, Mads Rosendahl Thomsen
2021 J jnl
CoRR
Yuri Bizzoni, Telma Peura, Mads Rosendahl Thomsen, Kristoffer L. Nielbo
2019 conf
BESC
Qiyue Hu, Bin Liu, Mads Rosendahl Thomsen, Jianbo Gao, Kristoffer L. Nielbo
2017 J jnl
CoRR
Christoph Hube, Frank Fischer, Robert Jäschke, Gerhard Lauer, Mads Rosendahl Thomsen
redb/extractors/apk_extractors/apk_features.py
← Index redb/extractors/apk_extractors/apk_features.py python
import inspect
import zipfile
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.apk_extractor import APKExtractor
from redb.models.dataclasses import APKFeatures


class APKFeaturesExtractor(APKExtractor):

    def __init__(
        self, filepath, log, exporters=None, index_prefix=None,
        known_benign=False, known_malicious=False,
        apk=None,
    ):
        super().__init__(
            filepath, log, exporters, index_prefix,
            known_benign, known_malicious, apk,
        )
        self.apk_features = None
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_zip_timestamps(self):
        """Extract earliest and latest content modification from ZIP entries."""
        earliest = None
        latest = None
        try:
            zf = self._get_zip_file()
            if zf:
                with zf:
                    for info in zf.infolist():
                        try:
                            dt = datetime(*info.date_time)
                            if earliest is None or dt < earliest:
                                earliest = dt
                            if latest is None or dt > latest:
                                latest = dt
                        except (ValueError, TypeError):
                            continue
        except Exception as e:
            self.log.warning(f"Error extracting ZIP timestamps: {e}")
        return (
            earliest.isoformat() if earliest else None,
            latest.isoformat() if latest else None,
        )

    def _extract_supported_abis(self):
        """Determine supported ABIs from lib/ directory."""
        abis = set()
        for f in self._list_files():
            if f.startswith("lib/") and f.endswith(".so"):
                parts = f.split("/")
                if len(parts) >= 3:
                    abis.add(parts[1])
        return sorted(abis)

    def _count_dex_files(self):
        """Count DEX files and compute total size."""
        dex_count = 0
        total_size = 0
        try:
            zf = self._get_zip_file()
            if zf:
                with zf:
                    for info in zf.infolist():
                        if info.filename.endswith(".dex"):
                            dex_count += 1
                            total_size += info.file_size
        except Exception as e:
            self.log.warning(f"Error counting DEX files: {e}")
        return dex_count, total_size

    def _check_embedded_apk(self):
        """Check if the archive contains nested APK files."""
        for f in self._list_files():
            if f.lower().endswith(".apk"):
                return True
        return False

    def _safe_extract(self, field_name, func, default=None):
        """Extract a single field, logging and returning default on failure."""
        try:
            return func()
        except Exception as e:
            self.log.warning(
                f"Error extracting APK field '{field_name}' for "
                f"{self.hash.sha256}: {e}"
            )
            return default

    def extract(self):
        if not self._is_valid_apk():
            self.log.error(f"Invalid APK for {self.hash.sha256}")
            return None

        package_name = self._safe_extract(
            "package_name", lambda: self.apk.get_package()
        )
        app_name = self._safe_extract(
            "app_name", lambda: self.apk.get_app_name()
        )

        def _get_version_code():
            try:
                return int(self.apk.get_androidversion_code() or 0)
            except (ValueError, TypeError):
                return 0

        version_code = self._safe_extract("version_code", _get_version_code)
        version_name = self._safe_extract(
            "version_name", lambda: self.apk.get_androidversion_name()
        )

        def _get_sdk(getter):
            val = getter()
            return int(val) if val else None

        min_sdk = self._safe_extract(
            "min_sdk_version", lambda: _get_sdk(self.apk.get_min_sdk_version)
        )
        target_sdk = self._safe_extract(
            "target_sdk_version", lambda: _get_sdk(self.apk.get_target_sdk_version)
        )
        compile_sdk = self._safe_extract(
            "compile_sdk_version",
            lambda: _get_sdk(self.apk.get_effective_target_sdk_version),
        )

        main_activity = self._safe_extract(
            "main_activity", lambda: self.apk.get_main_activity()
        )

        is_debuggable = self._safe_extract(
            "is_debuggable",
            lambda: self.apk.get_attribute_value(
                "application", "debuggable"
            ) == "true",
            False,
        )
        allow_backup = self._safe_extract(
            "allow_backup",
            lambda: self.apk.get_attribute_value(
                "application", "allowBackup"
            ) != "false",
            True,
        )
        uses_cleartext = self._safe_extract(
            "uses_cleartext_traffic",
            lambda: self.apk.get_attribute_value(
                "application", "usesCleartextTraffic"
            ) == "true",
            False,
        )

        supported_abis = self._safe_extract(
            "supported_abis", self._extract_supported_abis, []
        )
        dex_count, total_dex_size = self._safe_extract(
            "dex_files", self._count_dex_files, (0, 0)
        )
        all_files = self._safe_extract("file_list", self._list_files, [])
        total_file_count = len(all_files)
        has_native_code = any(
            f.startswith("lib/") and f.endswith(".so") for f in all_files
        )
        has_assets = any(f.startswith("assets/") for f in all_files)
        contains_embedded_apk = self._safe_extract(
            "contains_embedded_apk", self._check_embedded_apk, False
        )

        uses_libraries = self._safe_extract(
            "uses_libraries",
            lambda: list(self.apk.get_libraries() or []),
            [],
        )

        earliest_mod, latest_mod = self._safe_extract(
            "zip_timestamps", self._extract_zip_timestamps, (None, None)
        )

        self.apk_features = APKFeatures(
            package_name=package_name,
            app_name=app_name,
            version_code=version_code,
            version_name=version_name,
            min_sdk_version=min_sdk,
            target_sdk_version=target_sdk,
            compile_sdk_version=compile_sdk,
            main_activity=main_activity,
            is_debuggable=is_debuggable,
            allow_backup=allow_backup,
            uses_cleartext_traffic=uses_cleartext,
            supported_abis=supported_abis,
            dex_count=dex_count,
            total_dex_size=total_dex_size,
            total_file_count=total_file_count,
            has_native_code=has_native_code,
            has_assets=has_assets,
            uses_libraries=uses_libraries,
            earliest_content_modification=earliest_mod,
            latest_content_modification=latest_mod,
            contains_embedded_apk=contains_embedded_apk,
        )
        return self.apk_features

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ClickHouseExporter":
            if not self.apk_features:
                return None

            f = self.apk_features
            current_time = datetime.now(timezone.utc)
            data = [[
                self.sha256,
                f.package_name,
                f.app_name,
                f.version_code,
                f.version_name,
                f.min_sdk_version,
                f.target_sdk_version,
                f.compile_sdk_version,
                f.main_activity,
                int(f.is_debuggable),
                int(f.allow_backup),
                int(f.uses_cleartext_traffic),
                f.supported_abis,
                f.dex_count,
                f.total_dex_size,
                f.total_file_count,
                int(f.has_native_code),
                int(f.has_assets),
                f.uses_libraries,
                f.earliest_content_modification,
                f.latest_content_modification,
                int(f.contains_embedded_apk),
                current_time,
            ]]

            column_names = [
                "sha256",
                "package_name", "app_name", "version_code", "version_name",
                "min_sdk_version", "target_sdk_version", "compile_sdk_version",
                "main_activity",
                "is_debuggable", "allow_backup", "uses_cleartext_traffic",
                "supported_abis",
                "dex_count", "total_dex_size", "total_file_count",
                "has_native_code", "has_assets",
                "uses_libraries",
                "earliest_content_modification", "latest_content_modification",
                "contains_embedded_apk",
                "analysis_date",
            ]

            column_type_names = [
                "FixedString(64)",
                "Nullable(String)", "Nullable(String)", "Nullable(UInt32)", "Nullable(String)",
                "Nullable(UInt16)", "Nullable(UInt16)", "Nullable(UInt16)",
                "Nullable(String)",
                "UInt8", "UInt8", "UInt8",
                "Array(String)",
                "UInt16", "UInt64", "UInt32",
                "UInt8", "UInt8",
                "Array(String)",
                "Nullable(String)", "Nullable(String)",
                "UInt8",
                "DateTime64(3, 'UTC')",
            ]

            return (data, column_names, column_type_names)

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