Ramona L. Walls

27 papers Misc 2Journal 12Unranked 10
YearRankTypeTitle / Venue / Authors
2022 conf
ICBO
Emily Hartley, Daniel Olson, Ian Braun, Nicolas Matentzoglu, James A. Overton, Ramona L. Walls
2022 Misc conf
AMIA
Ian R. Braun, Pablo Alarcón Moreno, Emily Hartley, Daniel Olson, Nirupama Benis, Ronald Cornet, Mark D. Wilkinson, Ramona L. Walls
2022 J jnl
Database J. Biol. Databases Curation
Nicolas Matentzoglu, Damien Goutte-Gattat, Shawn Zheng Kai Tan, James P. Balhoff, Seth Carbon, Anita R. Caron, William D. Duncan, Joe E. Flack, Melissa A. Haendel, Nomi L. Harris, William R. Hogan, Charles Tapley Hoyt, Rebecca C. Jackson, HyeongSik Kim, Hüseyin Kir, Martin Larralde, Julie A. McMurry, James A. Overton, Bjoern Peters, Clare Pilgrim, Raymund Stefancsik, Sofia M. C. Robb, Sabrina Toro, Nicole A. Vasilevsky, Ramona L. Walls, Christopher J. Mungall, David Osumi-Sutherland
2022 J jnl
CoRR
Nicolas Matentzoglu, Damien Goutte-Gattat, Shawn Zheng Kai Tan, James P. Balhoff, Seth Carbon, Anita R. Caron, William D. Duncan, Joe E. Flack, Melissa A. Haendel, Nomi L. Harris, William R. Hogan, Charles Tapley Hoyt, Rebecca C. Jackson, HyeongSik Kim, Hüseyin Kir, Martin Larralde, Julie A. McMurry, James A. Overton, Bjoern Peters, Clare Pilgrim, Raymund Stefancsik, Sofia M. C. Robb, Sabrina Toro, Nicole A. Vasilevsky, Ramona L. Walls, Christopher J. Mungall, David Osumi-Sutherland
2022 conf
ICBO
William T. Roddy, Daniel Olson, Diane Corey, Ian Braun, Terrence R. McHugh, Emily Hartley, Smith Heavner, Ramona L. Walls
2021 Misc conf
AMIA
Ramona L. Walls, Jeffery S. Barrett, Alexandre Betourne, Emily Hartley, Jane Larkindale, Daniel Olson, William T. Roddy, Amanda Borens
2021 conf
ASIST
Stephen M. Richard, David Vieglais, Hong Cui, Neil Davies, John Deck, Quan Gan, Eric C. Kansa, Sarah Whitcher Kansa, John A. Kunze, Danny Mandel, Christopher Meyer, Thomas Orrell, Sarah Ramdeen, Rebecca Snyder, Ramona L. Walls, Yuxuan Zhou, Kerstin A. Lehnert
2021 J jnl
Database J. Biol. Databases Curation
Rebecca C. Jackson, Nicolas Matentzoglu, James A. Overton, Randi Vita, James P. Balhoff, Pier Luigi Buttigieg, Seth Carbon, Mélanie Courtot, Alexander D. Diehl, Damion M. Dooley, William D. Duncan, Nomi L. Harris, Melissa A. Haendel, Suzanna E. Lewis, Darren A. Natale, David Osumi-Sutherland, Alan Ruttenberg, Lynn M. Schriml, Barry Smith, Christian J. Stoeckert Jr., Nicole A. Vasilevsky, Ramona L. Walls, Jie Zheng, Christopher J. Mungall, Bjoern Peters
2021 J jnl
Data Sci. J.
Joan E. Damerow, Charuleka Varadharajan, Kristin Boye, Eoin L. Brodie, Madison Burrus, K. Dana Chadwick, Robert Crystal-Ornelas, Hesham Elbashandy, Ricardo J. Eloy Alves, Kim S. Ely, Amy E. Goldman, Ted Habermann, Valerie C. Hendrix, Zarine Kakalia, Kenneth M. Kemner, Annie B. Kersting, Nancy Merino, Fianna O'Brien, Zach Perzan, Emily Robles, Patrick Sorensen, James C. Stegen, Ramona L. Walls, Pamela Weisenhorn, Mavrik Zavarin, Deborah A. Agarwal
2021 J jnl
PLoS Comput. Biol.
Faryad Sahneh, Meghan A. Balk, Marina Kisley, Chi-Kwan Chan, Mercury Fox, Brian Nord, Eric Lyons, Tyson Lee Swetnam, Daniela Huppenkothen, Will Sutherland, Ramona L. Walls, Daven P. Quinn, Tonantzin Tarin, David S. LeBauer, David Ribes, Dunbar P. Birnie III, Carol Lushbough, Eric Carr, Grey Nearing, Jeremy Fischer, Kevin Tyle, Luis Carrasco, Meagan Lang, Peter W. Rose, Richard R. Rushforth, Samapriya Roy, Thomas Matheson, Tina Lee, C. Titus Brown, Tracy K. Teal, Monica Papes, Stephen G. Kobourov, Nirav C. Merchant
2020 J jnl
PLoS Comput. Biol.
Anne E. Thessen, Ramona L. Walls, Lars Vogt, Jessica Singer, Robert Warren, Pier Luigi Buttigieg, James P. Balhoff, Christopher J. Mungall, Deborah L. McGuinness, Brian J. Stucky, Matthew J. Yoder, Melissa A. Haendel
2019 J jnl
Data Inf. Manag.
Maria Esteva, Ramona L. Walls, Andrew B. Magill, Weijia Xu, Ruizhu Huang, James D. Carson, Jawon Song
2018 ch.
Application of Semantic Technology in Biodiversity Science
Ian Braun, James P. Balhoff, Tanya Z. Berardini, Laurel Cooper, Georgios V. Gkoutos, Lisa C. Harper, Eva Huala, Pankaj Jaiswal, Toni Kazic, Hilmar Lapp, James A. Macklin, Chelsea D. Specht, Todd J. Vision, Ramona L. Walls, Carolyn J. Lawrence-Dill
2018 ch.
Application of Semantic Technology in Biodiversity Science
Carrine E. Blank, Hong Cui, Jin Mao, Lisa R. Moore, Robert W. Thacker, Ramona L. Walls
2018 J jnl
Database J. Biol. Databases Curation
Lisa C. Harper, Jacqueline D. Campbell, Ethalinda K. S. Cannon, Sook Jung, Monica Poelchau, Ramona L. Walls, Carson M. Andorf, Elizabeth Arnaud, Tanya Z. Berardini, Clayton L. Birkett, Steven B. Cannon, James D. Carson, Bradford Condon, Laurel Cooper, Nathan A. Dunn, Christine G. Elsik, Andrew D. Farmer, Stephen P. Ficklin, David M. Grant, Emily S. Grau, Nic Herndon, Zhi-Liang Hu, Jodi L. Humann, Pankaj Jaiswal, Clément Jonquet, Marie-Angélique Laporte, Pierre Larmande, Gerard R. Lazo, Fiona McCarthy, Naama Menda, Christopher J. Mungall, Monica C. Munoz-Torres, Sushma Naithani, Rex T. Nelson, Daureen Nesdill, Carissa A. Park, James M. Reecy, Leonore Reiser, Lacey-Anne Sanderson, Taner Z. Sen, Margaret Staton, Sabarinath Subramaniam, Marcela Karey Tello-Ruiz, Victor Unda, Deepak R. Unni, Liya Wang, Doreen Ware, Jill L. Wegrzyn, Jason Williams, Margaret Woodhouse, Jing Yu, Doreen Main
2018 ch.
Application of Semantic Technology in Biodiversity Science
Ramona L. Walls, Pier Luigi Buttigieg, John Deck, Robert P. Guralnick, John Wieczorek
2016 conf
IEEE BigData
Weijia Xu, Ruizhu Huang, Maria Esteva, Jawon Song, Ramona L. Walls
2016 conf
ICBO/BioCreative
Ramona L. Walls
2016 conf
ICBO/BioCreative
Pier Luigi Buttigieg, Mark Jensen, Ramona L. Walls, Christopher J. Mungall
2016 conf
Dublin Core Conference
Maria Esteva, Ramona L. Walls
2016 J jnl
J. Biomed. Semant.
Carrine E. Blank, Hong Cui, Lisa R. Moore, Ramona L. Walls
2016 J jnl
J. Biomed. Semant.
Pier Luigi Buttigieg, Evangelos Pafilis, Suzanna E. Lewis, Mark P. Schildhauer, Ramona L. Walls, Christopher J. Mungall
2015 J jnl
Database J. Biol. Databases Curation
Philippe Rocca-Serra, Ramona L. Walls, Jacob Parnell, Rachel Gallery, Jie Zheng, Susanna-Assunta Sansone, Alejandra N. González-Beltrán
2014 conf
ICBO
Philippe Rocca-Serra, Ramona L. Walls, Jacob Parnell, Rachel Gallery, Jie Zheng, Susanna-Assunta Sansone, Alejandra N. González-Beltrán
2014 J jnl
J. Biomed. Semant.
Wasila M. Dahdul, Hong Cui, Paula M. Mabee, Christopher J. Mungall, David Osumi-Sutherland, Ramona L. Walls, Melissa A. Haendel
2012 conf
ICBO
Ramona L. Walls, Barry Smith, Justin Elser, Albert Goldfain, Dennis W. Stevenson, Pankaj Jaiswal
2012 conf
ICBO
Ramona L. Walls, Hong Cui, James A. Macklin, Chris Mungall, Laurel Cooper, Dennis W. Stevenson, Pankaj Jaiswal
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"