Jakob Bossek

91 papers A* 1A 28B 2C 1Journal 39Unranked 20
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Oliver Ludger Preuß, Jeroen Rook, Jakob Bossek, Heike Trautmann
2025 A conf
GECCO
Oliver Ludger Preuß, Carolin Mensendiek, Jeroen Rook, Jakob Bossek, Heike Trautmann
2025 A conf
GECCO
Dominic Wittner, Jakob Bossek
2025 A* conf
AAAI
Tilman Hoffbauer, Holger H. Hoos, Jakob Bossek
2024 A conf
GECCO
Jakob Bossek, Christian Grimme
2024 A conf
GECCO
Marcus Schmidbauer, Andre Opris, Jakob Bossek, Frank Neumann, Dirk Sudholt
2024 J jnl
Evol. Comput.
Jakob Bossek, Christian Grimme
2024 J jnl
Algorithmica
Jakob Bossek, Dirk Sudholt
2023 J jnl
Theor. Comput. Sci.
Jonathan Heins, Jakob Bossek, Janina Pohl, Moritz Seiler, Heike Trautmann, Pascal Kerschke
2023 J jnl
Theor. Comput. Sci.
Jakob Bossek, Dirk Sudholt
2023 A conf
GECCO
Alejandro Marrero, Eduardo Segredo, Emma Hart, Jakob Bossek, Aneta Neumann
2023 J jnl
CoRR
Jakob Bossek, Christian Grimme
2023 A conf
GECCO
Jakob Bossek, Aneta Neumann, Frank Neumann
2023 J jnl
CoRR
Jakob Bossek, Aneta Neumann, Frank Neumann
2023 A conf
GECCO
Jakob Bossek, Dirk Sudholt
2023 J jnl
CoRR
Jakob Bossek, Dirk Sudholt
2023 conf
SSCI
Moritz Vinzent Seiler, Jeroen Rook, Jonathan Heins, Oliver Ludger Preuß, Jakob Bossek, Heike Trautmann
2022 conf
PPSN (1)
Jonathan Heins, Jeroen Rook, Lennart Schäpermeier, Pascal Kerschke, Jakob Bossek, Heike Trautmann
2022 J jnl
CoRR
Adel Nikfarjam, Aneta Neumann, Jakob Bossek, Frank Neumann
2022 conf
PPSN (1)
Adel Nikfarjam, Aneta Neumann, Jakob Bossek, Frank Neumann
2022 conf
GECCO Companion
Jakob Bossek, Aneta Neumann, Frank Neumann
2022 J jnl
CoRR
Jakob Bossek, Frank Neumann
2022 A conf
GECCO
Jakob Bossek, Frank Neumann
2022 conf
GECCO Companion
Jeroen Rook, Heike Trautmann, Jakob Bossek, Christian Grimme
2021 J jnl
CoRR
Jakob Bossek, Aneta Neumann, Frank Neumann
2021 A conf
GECCO
Jakob Bossek, Aneta Neumann, Frank Neumann
2021 J jnl
CoRR
Adel Nikfarjam, Jakob Bossek, Aneta Neumann, Frank Neumann
2021 A conf
FOGA
Adel Nikfarjam, Jakob Bossek, Aneta Neumann, Frank Neumann
2021 A conf
GECCO
Aneta Neumann, Jakob Bossek, Frank Neumann
2021 A conf
FOGA
Jakob Bossek, Dirk Sudholt
2021 J jnl
CoRR
Adel Nikfarjam, Jakob Bossek, Aneta Neumann, Frank Neumann
2021 A conf
GECCO
Adel Nikfarjam, Jakob Bossek, Aneta Neumann, Frank Neumann
2021 A conf
GECCO
Jakob Bossek, Frank Neumann
2021 conf
LION
Jakob Bossek, Aneta Neumann, Frank Neumann
2021 J jnl
CoRR
Jakob Bossek, Aneta Neumann, Frank Neumann
2021 J jnl
CoRR
Jakob Bossek, Markus Wagner
2021 conf
GECCO Companion
Jakob Bossek, Markus Wagner
2021 A conf
FOGA
Jonathan Heins, Jakob Bossek, Janina Pohl, Moritz Seiler, Heike Trautmann, Pascal Kerschke
2021 J jnl
Algorithmica
Jakob Bossek, Frank Neumann, Pan Peng, Dirk Sudholt
2021 J jnl
CoRR
Jakob Bossek, Frank Neumann, Pan Peng, Dirk Sudholt
2020 J jnl
Appl. Soft Comput.
Jakob Bossek, Pascal Kerschke, Heike Trautmann
2020 B conf
CEC
Jakob Bossek, Pascal Kerschke, Heike Trautmann
2020 J jnl
CoRR
Jakob Bossek, Pascal Kerschke, Heike Trautmann
2020 J jnl
CoRR
Thomas Bartz-Beielstein, Carola Doerr, Jakob Bossek, Sowmya Chandrasekaran, Tome Eftimov, Andreas Fischbach, Pascal Kerschke, Manuel López-Ibáñez, Katherine M. Malan, Jason H. Moore, Boris Naujoks, Patryk Orzechowski, Vanessa Volz, Markus Wagner, Thomas Weise
2020 J jnl
CoRR
Aneta Neumann, Jakob Bossek, Frank Neumann
2020 conf
PPSN (1)
Moritz Seiler, Janina Pohl, Jakob Bossek, Pascal Kerschke, Heike Trautmann
2020 J jnl
CoRR
Moritz Seiler, Janina Pohl, Jakob Bossek, Pascal Kerschke, Heike Trautmann
2020 J jnl
CoRR
Jakob Bossek, Christian Grimme, Heike Trautmann
2020 A conf
GECCO
Jakob Bossek, Christian Grimme, Heike Trautmann
2020 J jnl
CoRR
Jakob Bossek, Frank Neumann
2020 J jnl
CoRR
Anh Viet Do, Jakob Bossek, Aneta Neumann, Frank Neumann
2020 conf
PPSN (1)
Jakob Bossek, Carola Doerr, Pascal Kerschke, Aneta Neumann, Frank Neumann
2020 A conf
GECCO
Anh Viet Do, Jakob Bossek, Aneta Neumann, Frank Neumann
2020 J jnl
CoRR
Jakob Bossek, Carola Doerr, Pascal Kerschke
2020 A conf
GECCO
Jakob Bossek, Carola Doerr, Pascal Kerschke
2020 J jnl
CoRR
Jakob Bossek, Frank Neumann, Pan Peng, Dirk Sudholt
2020 A conf
GECCO
Jakob Bossek, Frank Neumann, Pan Peng, Dirk Sudholt
2020 conf
PPSN (1)
Jakob Bossek, Aneta Neumann, Frank Neumann
2020 J jnl
CoRR
Jakob Bossek, Aneta Neumann, Frank Neumann
2020 J jnl
CoRR
Vahid Roostapour, Jakob Bossek, Frank Neumann
2020 A conf
GECCO
Vahid Roostapour, Jakob Bossek, Frank Neumann
2020 J jnl
CoRR
Jakob Bossek, Katrin Casel, Pascal Kerschke, Frank Neumann
2020 A conf
GECCO
Jakob Bossek, Katrin Casel, Pascal Kerschke, Frank Neumann
2020 B conf
CEC
Jakob Bossek, Christian Grimme, Günter Rudolph, Heike Trautmann
2020 J jnl
CoRR
Jakob Bossek, Christian Grimme, Günter Rudolph, Heike Trautmann
2019 C conf
EMO
Jakob Bossek, Christian Grimme, Stephan Meisel, Günter Rudolph, Heike Trautmann
2019 A conf
FOGA
Jakob Bossek, Pascal Kerschke, Aneta Neumann, Markus Wagner, Frank Neumann, Heike Trautmann
2019 A conf
GECCO
Jakob Bossek, Christian Grimme, Frank Neumann
2019 J jnl
CoRR
Jakob Bossek, Pascal Kerschke, Aneta Neumann, Frank Neumann, Carola Doerr
2019 J jnl
Comput. Stat.
Giuseppe Casalicchio, Jakob Bossek, Michel Lang, Dominik Kirchhoff, Pascal Kerschke, Benjamin Hofner, Heidi Seibold, Joaquin Vanschoren, Bernd Bischl
2019 A conf
GECCO
Jakob Bossek, Frank Neumann, Pan Peng, Dirk Sudholt
2019 A conf
FOGA
Jakob Bossek, Dirk Sudholt
2018 J jnl
Evol. Comput.
Pascal Kerschke, Lars Kotthoff, Jakob Bossek, Holger H. Hoos, Heike Trautmann
2018 A conf
GECCO
Jakob Bossek, Christian Grimme, Stephan Meisel, Günter Rudolph, Heike Trautmann
2018 conf
LION
Jakob Bossek, Heike Trautmann
2018 conf
GECCO (Companion)
Pascal Kerschke, Jakob Bossek, Heike Trautmann
2018 conf
GECCO (Companion)
Jakob Bossek
2018 conf
LION
Jakob Bossek, Christian Grimme
2018 J jnl
J. Open Source Softw.
Jakob Bossek
2017 conf
SSCI
Jakob Bossek, Christian Grimme
2017 conf
SSCI
Jakob Bossek, Christian Grimme
2017 J jnl
CoRR
Giuseppe Casalicchio, Jakob Bossek, Michel Lang, Dominik Kirchhoff, Pascal Kerschke, Benjamin Hofner, Heidi Seibold, Joaquin Vanschoren, Bernd Bischl
2017 conf
GECCO (Companion)
Jakob Bossek
2017 J jnl
J. Open Source Softw.
Jakob Bossek
2017 J jnl
R J.
Jakob Bossek
2016 conf
LION
Jakob Bossek, Heike Trautmann
2016 conf
AI*IA
Jakob Bossek, Heike Trautmann
2015 A conf
GECCO
Stephan Meisel, Christian Grimme, Jakob Bossek, Martin Wölck, Günter Rudolph, Heike Trautmann
2015 A conf
GECCO
Jakob Bossek, Bernd Bischl, Tobias Wagner, Günter Rudolph
2013 J jnl
Ann. Math. Artif. Intell.
Olaf Mersmann, Bernd Bischl, Heike Trautmann, Markus Wagner, Jakob Bossek, Frank Neumann
2012 conf
LION
Olaf Mersmann, Bernd Bischl, Jakob Bossek, Heike Trautmann, Markus Wagner, Frank Neumann
tests/unit/test_apk_strings_ioc.py
← Index tests/unit/test_apk_strings_ioc.py python
"""Tests for APK string extraction and IOC extraction integration.

Covers:
- APKCodeAnalyzer._extract_strings() — string extraction from DEX objects
- APKCodeAnalyzer._string_entropy() — Shannon entropy computation
- DecompileAPK strings export table schema
- IOCExtractorFromResults with APK-format analysis_results
- Worker IOC wiring for APK
"""
import os
import tempfile
from dataclasses import asdict
from unittest.mock import MagicMock, patch

import pytest

from redb.extractors.ioc_extractor.ioc_extractor import IOCExtractorFromResults
from redb.extractors.ioc_extractor.standalone_ioc_extractor import (
    IOCType,
    SourceType,
)

pytestmark = [pytest.mark.unit, pytest.mark.apk]


# ---------------------------------------------------------------------------
# Helpers
# ---------------------------------------------------------------------------

def _make_analyzer(min_instructions=1):
    """Create an APKCodeAnalyzer with mocked dependencies."""
    with patch(
        "redb.extractors.decompiler.apk.analyzer.JADXDecompiler"
    ), patch(
        "redb.extractors.decompiler.apk.analyzer.ApktoolDisassembler"
    ):
        from redb.extractors.decompiler.apk.analyzer import APKCodeAnalyzer
        analyzer = APKCodeAnalyzer("/fake/path.apk")
        analyzer.min_instructions = min_instructions
        return analyzer


def _make_mock_dex(strings):
    """Create a mock DEX object that returns the given strings."""
    dex = MagicMock()
    dex.get_strings.return_value = strings
    return dex


def _create_fake_apk_file():
    """Create a temporary file to act as a fake APK."""
    fd, path = tempfile.mkstemp(suffix=".apk")
    os.write(fd, b"PK\x03\x04fake apk content for hashing")
    os.close(fd)
    return path


# ---------------------------------------------------------------------------
# Tests: _string_entropy
# ---------------------------------------------------------------------------

class TestStringEntropy:
    """Tests for Shannon entropy computation."""

    def test_empty_string(self):
        analyzer = _make_analyzer()
        assert analyzer._string_entropy("") == 0.0

    def test_single_char(self):
        analyzer = _make_analyzer()
        assert analyzer._string_entropy("a") == 0.0

    def test_repeated_char(self):
        analyzer = _make_analyzer()
        assert analyzer._string_entropy("aaaa") == 0.0

    def test_two_equal_chars(self):
        analyzer = _make_analyzer()
        # "ab" -> entropy = 1.0
        assert abs(analyzer._string_entropy("ab") - 1.0) < 0.01

    def test_higher_entropy(self):
        analyzer = _make_analyzer()
        # More variety = higher entropy
        low = analyzer._string_entropy("aabb")
        high = analyzer._string_entropy("abcd")
        assert high > low

    def test_url_string_entropy(self):
        analyzer = _make_analyzer()
        entropy = analyzer._string_entropy("https://evil.com/payload")
        assert entropy > 2.0  # URLs have moderate entropy


# ---------------------------------------------------------------------------
# Tests: _extract_strings
# ---------------------------------------------------------------------------

class TestExtractStrings:
    """Tests for DEX string extraction."""

    def test_basic_extraction(self):
        analyzer = _make_analyzer()
        dex = _make_mock_dex(["hello", "world"])
        result = analyzer._extract_strings([dex])

        assert len(result) == 2
        assert result[0]["string"] == "hello"
        assert result[1]["string"] == "world"

    def test_string_fields_present(self):
        analyzer = _make_analyzer()
        dex = _make_mock_dex(["test_string"])
        result = analyzer._extract_strings([dex])

        entry = result[0]
        assert "string" in entry
        assert "string_encoding" in entry
        assert "string_offset" in entry
        assert "string_length" in entry
        assert "string_entropy" in entry
        assert entry["string_encoding"] == "UTF8"
        assert entry["string_length"] == len("test_string")

    def test_deduplication_across_dex(self):
        """Same string in multiple DEX files is only extracted once."""
        analyzer = _make_analyzer()
        dex1 = _make_mock_dex(["shared", "unique1"])
        dex2 = _make_mock_dex(["shared", "unique2"])
        result = analyzer._extract_strings([dex1, dex2])

        string_values = [s["string"] for s in result]
        assert string_values.count("shared") == 1
        assert "unique1" in string_values
        assert "unique2" in string_values
        assert len(result) == 3

    def test_empty_strings_filtered(self):
        analyzer = _make_analyzer()
        dex = _make_mock_dex(["", "valid", None, "also_valid"])
        result = analyzer._extract_strings([dex])

        string_values = [s["string"] for s in result]
        assert "" not in string_values
        assert None not in string_values
        assert "valid" in string_values
        assert "also_valid" in string_values

    def test_no_dex_files(self):
        analyzer = _make_analyzer()
        result = analyzer._extract_strings([])
        assert result == []

    def test_dex_get_strings_returns_none(self):
        analyzer = _make_analyzer()
        dex = MagicMock()
        dex.get_strings.return_value = None
        result = analyzer._extract_strings([dex])
        assert result == []

    def test_dex_get_strings_exception(self):
        analyzer = _make_analyzer()
        dex = MagicMock()
        dex.get_strings.side_effect = RuntimeError("corrupt DEX")
        result = analyzer._extract_strings([dex])
        assert result == []

    def test_entropy_computed(self):
        analyzer = _make_analyzer()
        dex = _make_mock_dex(["abcdefgh"])
        result = analyzer._extract_strings([dex])
        assert result[0]["string_entropy"] > 0.0

    def test_incremental_offsets(self):
        """String offsets are incremented sequentially."""
        analyzer = _make_analyzer()
        dex = _make_mock_dex(["a", "b", "c"])
        result = analyzer._extract_strings([dex])

        offsets = [s["string_offset"] for s in result]
        assert offsets == [0, 1, 2]

    def test_url_strings_preserved(self):
        """URL strings are extracted without modification."""
        analyzer = _make_analyzer()
        dex = _make_mock_dex([
            "https://evil.com/payload",
            "http://c2.malware.org/gate",
        ])
        result = analyzer._extract_strings([dex])
        strings = [s["string"] for s in result]
        assert "https://evil.com/payload" in strings
        assert "http://c2.malware.org/gate" in strings


# ---------------------------------------------------------------------------
# Tests: strings in extract() integration
# ---------------------------------------------------------------------------

class TestExtractStringsIntegration:
    """Tests that strings are included in extract() results."""

    @patch("redb.extractors.decompiler.apk.analyzer.APKCodeAnalyzer._run_androguard")
    @patch("redb.extractors.decompiler.apk.analyzer.ApktoolDisassembler")
    @patch("redb.extractors.decompiler.apk.analyzer.JADXDecompiler")
    def test_extract_includes_strings(self, mock_jadx, mock_apktool, mock_androguard):
        from redb.extractors.decompiler.apk.analyzer import APKCodeAnalyzer

        mock_dex = _make_mock_dex(["hello", "world"])
        mock_analysis = MagicMock()
        mock_analysis.get_methods.return_value = []
        mock_androguard.return_value = (MagicMock(), [mock_dex], mock_analysis)

        analyzer = APKCodeAnalyzer("/fake/path.apk", log=MagicMock())
        results = analyzer.extract()

        assert "strings" in results
        assert len(results["strings"]) == 2
        assert results["strings"][0]["string"] == "hello"
        analyzer.cleanup()

    @patch("redb.extractors.decompiler.apk.analyzer.APKCodeAnalyzer._run_androguard")
    @patch("redb.extractors.decompiler.apk.analyzer.ApktoolDisassembler")
    @patch("redb.extractors.decompiler.apk.analyzer.JADXDecompiler")
    def test_extract_strings_error_is_non_fatal(self, mock_jadx, mock_apktool, mock_androguard):
        from redb.extractors.decompiler.apk.analyzer import APKCodeAnalyzer

        # Return a bad dex list that will cause _extract_strings to fail
        mock_analysis = MagicMock()
        mock_analysis.get_methods.return_value = []
        # dexs is not iterable — triggers the except block
        mock_androguard.return_value = (MagicMock(), 42, mock_analysis)

        analyzer = APKCodeAnalyzer("/fake/path.apk", log=MagicMock())
        results = analyzer.extract()

        # Should not crash, strings should be empty, error recorded
        assert results["strings"] == []
        assert any(
            e.get("error_location") == "strings"
            for e in results["analysis_errors"]
        )
        analyzer.cleanup()


# ---------------------------------------------------------------------------
# Tests: DecompileAPK strings export table
# ---------------------------------------------------------------------------

class TestDecompileAPKStringsExport:
    """Tests for strings table in DecompileAPK.prepare_export_data()."""

    def _make_extractor_with_strings(self, strings_data):
        from redb.extractors.decompiler.DecompileAPK import DecompileAPK
        apk_path = _create_fake_apk_file()
        ext = DecompileAPK(apk_path, MagicMock())
        ext.analysis_results = {
            "sha256": "a" * 64,
            "sha1": "b" * 40,
            "md5": "c" * 32,
            "decompiled_content": [],
            "decompiled_refs": [],
            "smali_content": [],
            "smali_refs": [],
            "similarity_metrics": [],
            "strings": strings_data,
            "analysis_errors": [],
        }
        return ext, apk_path

    def test_strings_table_present(self):
        ext, path = self._make_extractor_with_strings([
            {"string": "hello", "string_encoding": "UTF8",
             "string_offset": 0, "string_length": 5, "string_entropy": 2.32}
        ])
        try:
            export = ext.prepare_export_data("ClickHouseExporter")
            assert "strings_raw" in export
        finally:
            os.unlink(path)

    def test_strings_table_schema(self):
        ext, path = self._make_extractor_with_strings([
            {"string": "hello", "string_encoding": "UTF8",
             "string_offset": 0, "string_length": 5, "string_entropy": 2.32}
        ])
        try:
            export = ext.prepare_export_data("ClickHouseExporter")
            sr = export["strings_raw"]
            assert sr["table"] == "code_binja_strings_raw"
            assert len(sr["column_names"]) == 8
            assert len(sr["column_type_names"]) == 8
            assert "sha256" in sr["column_names"]
            assert "string" in sr["column_names"]
            assert "string_raw" in sr["column_names"]
            assert "string_encoding" in sr["column_names"]
            assert "string_offset" in sr["column_names"]
            assert "string_length" in sr["column_names"]
            assert "string_raw_length" in sr["column_names"]
            assert "string_entropy" in sr["column_names"]
            assert len(sr["data"]) == 1
            assert len(sr["data"][0]) == 8
        finally:
            os.unlink(path)

    def test_strings_sha256_propagated(self):
        ext, path = self._make_extractor_with_strings([
            {"string": "test", "string_encoding": "UTF8",
             "string_offset": 0, "string_length": 4, "string_entropy": 2.0}
        ])
        try:
            export = ext.prepare_export_data("ClickHouseExporter")
            row = export["strings_raw"]["data"][0]
            assert row[0] == "a" * 64  # sha256 is first column
        finally:
            os.unlink(path)

    def test_empty_strings_not_exported(self):
        ext, path = self._make_extractor_with_strings([])
        try:
            export = ext.prepare_export_data("ClickHouseExporter")
            assert "strings_raw" not in export
        finally:
            os.unlink(path)


# ---------------------------------------------------------------------------
# Tests: IOCExtractorFromResults with APK format
# ---------------------------------------------------------------------------

class TestIOCExtractorAPKFormat:
    """Tests that IOCExtractorFromResults handles APK analysis_results."""

    def setup_method(self):
        self.log = MagicMock()

    def test_extract_iocs_from_apk_strings(self):
        """IOCs extracted from APK strings (same format as Binja)."""
        results = {
            "strings": [
                {"string": "https://evil.com/payload", "string_offset": 0},
                {"string": "Contact [email protected]", "string_offset": 1},
            ],
            "decompiled": [],
            "decompiled_content": [],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()

        url_iocs = [i for i in iocs if i.ioc_type == IOCType.URL]
        assert len(url_iocs) >= 1
        assert any("evil.com" in i.ioc_value for i in url_iocs)

    def test_extract_iocs_from_apk_decompiled_content(self):
        """IOCs extracted from APK's decompiled_content key."""
        results = {
            "strings": [],
            "decompiled": [],  # Binja format — empty
            "decompiled_content": [  # APK format
                {
                    "decompiled_method": "connect('https://c2.malware.org/gate');",
                    "decompiled_method_hash": "hash123",
                    "method_type": "USER",
                }
            ],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()

        url_iocs = [i for i in iocs if i.ioc_type == IOCType.URL]
        assert len(url_iocs) >= 1

    def test_apk_library_methods_skipped(self):
        """LIBRARY methods in decompiled_content are skipped."""
        results = {
            "strings": [],
            "decompiled": [],
            "decompiled_content": [
                {
                    "decompiled_method": "https://should-skip.com",
                    "decompiled_method_hash": "lib_hash",
                    "method_type": "LIBRARY",
                }
            ],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        assert len(iocs) == 0

    def test_combined_binja_and_apk_sources(self):
        """Both Binja and APK format decompiled entries are processed."""
        results = {
            "strings": [],
            "decompiled": [
                {
                    "decompiled_function": "call('https://binja.example.com');",
                    "decompiled_function_hash": "binja_hash",
                    "function_type": "USER",
                }
            ],
            "decompiled_content": [
                {
                    "decompiled_method": "send('https://apk.example.com');",
                    "decompiled_method_hash": "apk_hash",
                    "method_type": "USER",
                }
            ],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()

        url_iocs = [i for i in iocs if i.ioc_type == IOCType.URL]
        urls = [i.ioc_value for i in url_iocs]
        assert any("binja.example.com" in u for u in urls)
        assert any("apk.example.com" in u for u in urls)

    def test_apk_results_only(self):
        """Works when only APK keys are present (no 'decompiled' key)."""
        results = {
            "strings": [
                {"string": "https://evil.com", "string_offset": 0},
            ],
            "decompiled_content": [
                {
                    "decompiled_method": "x = 1",
                    "decompiled_method_hash": "h",
                    "method_type": "USER",
                }
            ],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        # Should not crash, and should find URL from strings
        url_iocs = [i for i in iocs if i.ioc_type == IOCType.URL]
        assert len(url_iocs) >= 1

    def test_source_type_is_string_for_strings(self):
        results = {
            "strings": [
                {"string": "https://evil.com/test", "string_offset": 42},
            ],
            "decompiled_content": [],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        url_iocs = [i for i in iocs if i.ioc_type == IOCType.URL]
        assert url_iocs[0].source_type == SourceType.STRING
        assert url_iocs[0].source_identifier == "42"

    def test_source_type_is_decompiled_for_methods(self):
        results = {
            "strings": [],
            "decompiled_content": [
                {
                    "decompiled_method": "https://evil.com/method",
                    "decompiled_method_hash": "myhash",
                    "method_type": "USER",
                }
            ],
        }
        extractor = IOCExtractorFromResults(results, sha256="a" * 64, log=self.log)
        iocs = extractor.extract()
        url_iocs = [i for i in iocs if i.ioc_type == IOCType.URL]
        assert url_iocs[0].source_type == SourceType.DECOMPILED_FUNCTION
        assert url_iocs[0].source_identifier == "myhash"


# ---------------------------------------------------------------------------
# Tests: Worker IOC wiring for APK
# ---------------------------------------------------------------------------

class TestWorkerAPKIOCWiring:
    """Tests that workers.py wires IOC extraction for APK."""

    def test_worker_source_contains_ioc_for_apk(self):
        """Verify workers.py source has IOC extraction in APK branch."""
        import inspect
        from redb import workers
        source = inspect.getsource(workers)
        # APK branch should import IOCExtractorFromResults
        assert "IOCExtractorFromResults" in source
        # Should be in the APK section (near DecompileAPK)
        apk_section = source[source.index("DecompileAPK("):]
        ioc_pos = apk_section.find("IOCExtractorFromResults")
        assert ioc_pos != -1, "IOCExtractorFromResults not found after DecompileAPK"