Nadja Klein

55 papers A 3Journal 45Unranked 7
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Moussa Kassem Sbeyti, Nadja Klein
2026 J jnl
CoRR
Zeyu Ding, Katja Ickstadt, Nadja Klein, Alexander Munteanu, Simon Omlor
2026 J jnl
CoRR
Victor Medina-Olivares, Wangzhen Xia, Stefan Lessmann, Nadja Klein
2025 J jnl
CoRR
Tobias Fuchs, Nadja Klein
2025 J jnl
Stat. Comput.
Paul Bach, Nadja Klein
2025 J jnl
J. Comput. Graph. Stat.
Nadja Klein, Michael Stanley Smith, Ryan A. Chisholm, David J. Nott
2025 J jnl
CoRR
David Martens, Galit Shmueli, Theodoros Evgeniou, Kevin Bauer, Christian Janiesch, Stefan Feuerriegel, Sebastian Gabel, Sofie Goethals, Travis Greene, Nadja Klein, Mathias Kraus, Niklas Kühl, Claudia Perlich, Wouter Verbeke, Alona Zharova, Patrick Zschech, Foster J. Provost
2025 J jnl
J. Mach. Learn. Res.
Maximilian Kertel, Nadja Klein
2025 J jnl
CoRR
Moussa Kassem Sbeyti, Nadja Klein, Azarm Nowzad, Fikret Sivrikaya, Sahin Albayrak
2025 J jnl
Trans. Mach. Learn. Res.
Moussa Kassem Sbeyti, Nadja Klein, Azarm Nowzad, Fikret Sivrikaya, Sahin Albayrak
2025 conf
ITSC
Mohamed-Khalil Bouzidi, Christian Schlauch, Nicole Scheuerer, Yue Yao, Nadja Klein, Daniel Göhring, Jörg Reichardt
2025 J jnl
CoRR
Mohamed-Khalil Bouzidi, Christian Schlauch, Nicole Scheuerer, Yue Yao, Nadja Klein, Daniel Göhring, Jörg Reichardt
2025 J jnl
Stat. Comput.
María Xosé Rodríguez-Álvarez, Vanda Inácio, Nadja Klein
2025 J jnl
CoRR
Katharina Winter, Abhishek Vivekanandan, Rupert Polley, Yinzhe Shen, Christian Schlauch, Mohamed-Khalil Bouzidi, Bojan Derajic, Natalie Grabowsky, Annajoyce Mariani, Dennis Rochau, Giovanni Lucente, Harsh Yadav, Firas Mualla, Adam Molin, Sebastian Bernhard, Christian Wirth, Ömer Sahin Tas, Nadja Klein, Fabian B. Flohr, Hanno Gottschalk
2025 conf
IC3K (KDIR)
Matthias Späth, Andrea Nestler, Henry Böddeker, Leonidas Lefakis, Yevgeniy Puzikov, Rodrigo Weffer, Nour Karessli, Nadja Klein, Reza Shirvany
2025 J jnl
J. Comput. Graph. Stat.
Nikolaus Umlauf, Johannes Seiler, Mattias Wetscher, Thorsten Simon, Stefan Lang, Nadja Klein
2025 J jnl
CoRR
Moussa Kassem Sbeyti, Nadja Klein, Michelle Karg, Christian Wirth, Sahin Albayrak
2025 J jnl
J. Comput. Graph. Stat.
Lucas Kock, Nadja Klein
2025 J jnl
CoRR
Kumar Manas, Christian Schlauch, Adrian Paschke, Christian Wirth, Nadja Klein
2025 A conf
WACV
Ekin Celikkan, Timo Kunzmann, Yertay Yeskaliyev, Sibylle Itzerott, Nadja Klein, Martin Herold
2025 J jnl
CoRR
Ekin Celikkan, Timo Kunzmann, Yertay Yeskaliyev, Sibylle Itzerott, Nadja Klein, Martin Herold
2024 J jnl
CoRR
Maximilian Kertel, Nadja Klein
2024 A conf
UAI
Moussa Kassem Sbeyti, Michelle Karg, Christian Wirth, Nadja Klein, Sahin Albayrak
2024 J jnl
CoRR
Moussa Kassem Sbeyti, Michelle Karg, Christian Wirth, Nadja Klein, Sahin Albayrak
2024 conf
ECML/PKDD (6)
Benedikt Lütke Schwienhorst, Lucas Kock, Nadja Klein, David J. Nott
2024 J jnl
CoRR
Silke K. Kaiser, Nadja Klein, Lynn H. Kaack
2024 A conf
ECAI
Christian Schlauch, Christian Wirth, Nadja Klein
2024 J jnl
CoRR
Christian Schlauch, Christian Wirth, Nadja Klein
2024 conf
CVPR Workshops
Pallavi Mitra, Gesina Schwalbe, Nadja Klein
2024 J jnl
CoRR
Pallavi Mitra, Gesina Schwalbe, Nadja Klein
2024 conf
ECML/PKDD (4)
Paulo Yanez Sarmiento, Simon Witzke, Nadja Klein, Bernhard Y. Renard
2024 J jnl
CoRR
Paulo Yanez Sarmiento, Simon Witzke, Nadja Klein, Bernhard Y. Renard
2024 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Victor Medina-Olivares, Stefan Lessmann, Nadja Klein
2023 J jnl
Stat. Comput.
Lucas Kock, Nadja Klein, David J. Nott
2023 J jnl
CoRR
Benedikt Lütke Schwienhorst, Lucas Kock, David J. Nott, Nadja Klein
2023 conf
ECML/PKDD (5)
Christian Schlauch, Christian Wirth, Nadja Klein
2023 J jnl
Int. J. Semantic Comput.
Maximilian Kertel, Stefan Harmeling, Markus Pauly, Nadja Klein
2023 conf
ICCV (Workshops)
Ekin Celikkan, Mohammadmehdi Saberioon, Martin Herold, Nadja Klein
2023 J jnl
CoRR
Victor Medina-Olivares, Stefan Lessmann, Nadja Klein
2023 J jnl
J. Stat. Softw.
David Rügamer, Chris Kolb, Cornelius Fritz, Florian Pfisterer, Philipp Kopper, Bernd Bischl, Ruolin Shen, Christina Bukas, Lisa Barros de Andrade e Sousa, Dominik Thalmeier, Philipp F. M. Baumann, Lucas Kook, Nadja Klein, Christian L. Müller
2022 J jnl
Stat. Comput.
Isa Marques, Thomas Kneib, Nadja Klein
2022 J jnl
Comput. Stat. Data Anal.
Paul F. V. Wiemann, Nadja Klein, Thomas Kneib
2022 J jnl
CoRR
Christian Schlauch, Nadja Klein, Christian Wirth
2022 J jnl
Entropy
Lorena Hafermann, Nadja Klein, Géraldine Rauch, Michael Kammer, Georg Heinze
2022 J jnl
Stat. Comput.
Lucas Kock, Nadja Klein, David J. Nott
2021 J jnl
J. Comput. Graph. Stat.
Xuejun Yu, David J. Nott, Minh-Ngoc Tran, Nadja Klein
2021 J jnl
J. Comput. Graph. Stat.
Nadja Klein, David J. Nott, Michael Stanley Smith
2021 J jnl
CoRR
Clara Hoffmann, Nadja Klein
2021 J jnl
J. Stat. Softw.
Nikolaus Umlauf, Nadja Klein, Thorsten Simon, Achim Zeileis
2021 J jnl
CoRR
David Rügamer, Ruolin Shen, Christina Bukas, Lisa Barros de Andrade e Sousa, Dominik Thalmeier, Nadja Klein, Chris Kolb, Florian Pfisterer, Philipp Kopper, Bernd Bischl, Christian L. Müller
2020 J jnl
CoRR
David Rügamer, Chris Kolb, Nadja Klein
2019 J jnl
Comput. Stat. Data Anal.
Hauke Thaden, Nadja Klein, Thomas Kneib
2019 J jnl
CoRR
Nikolaus Umlauf, Nadja Klein, Thorsten Simon, Achim Zeileis
2018 J jnl
Environ. Model. Softw.
Laura Ríos-Pena, Thomas Kneib, Carmen Cadarso-Suárez, Nadja Klein, Manuel Marey-Pérez
2016 J jnl
Stat. Comput.
Nadja Klein, Thomas Kneib
tests/integration/test_pe_extractors.py
← Index tests/integration/test_pe_extractors.py python
"""
Integration tests for PE-specific extractors.
"""
import pytest
from unittest.mock import Mock, patch, MagicMock

pytestmark = [pytest.mark.integration, pytest.mark.pe]


# ============================================================================
# PEFeaturesExtractor Tests
# ============================================================================

class TestPEFeaturesExtractor:
    """Tests for PEFeaturesExtractor class."""

    def test_extract_valid_pe(self, pe_binary_path, mock_logger):
        """Test extracting features from valid PE file."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor
        from redb.models.dataclasses import PE

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            assert result is not None
            assert isinstance(result, PE)

    def test_extract_pe_type(self, pe_binary_path, mock_logger):
        """Test PE type detection (DLL, EXE, DRIVER)."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            assert result.type in ["DLL", "EXE", "DRIVER"]

    def test_extract_architecture(self, pe_binary_path, mock_logger):
        """Test architecture detection."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Architecture should be detected
            assert result.architecture is not None

    def test_extract_entry_point(self, pe_binary_path, mock_logger):
        """Test entry point extraction."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Entry point should be a hex string
            assert result.entry_point.startswith("0x")

    def test_extract_compilation_time(self, pe_binary_path, mock_logger):
        """Test compilation time extraction."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Compilation time should be an integer timestamp
            assert isinstance(result.compilation_time, int)
            assert result.compilation_time_utc is not None

    def test_extract_dotnet_detection(self, pe_binary_path, mock_logger):
        """Test .NET detection."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Should be True for the test .NET binary
            assert isinstance(result.is_dotnet, bool)
            assert result.is_dotnet is True  # Test file is .NET

    def test_extract_headers(self, pe_binary_path, mock_logger):
        """Test header extraction."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            assert result.dos_header is not None
            assert result.nt_header is not None
            assert result.file_header is not None
            assert result.optional_header is not None

    def test_extract_counts(self, pe_binary_path, mock_logger):
        """Test section/import/export counts."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            assert isinstance(result.number_of_sections, int)
            assert isinstance(result.number_of_imports, int)
            assert isinstance(result.number_of_exports, int)
            assert isinstance(result.number_of_resources, int)

    def test_extract_rich_header(self, pe_binary_path, mock_logger):
        """Test Rich header extraction."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Rich header may or may not be present
            # If present, should be JSON string
            if result.rich_header_dump is not None:
                assert isinstance(result.rich_header_dump, str)

    def test_extract_version_info(self, pe_binary_path, mock_logger):
        """Test version info extraction."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Version info may or may not be present
            if result.version_info is not None:
                assert isinstance(result.version_info, list)


# ============================================================================
# PEImportExtractor Tests
# ============================================================================

class TestPEImportExtractor:
    """Tests for PEImportExtractor class."""

    def test_extract_imports(self, pe_binary_path, mock_logger):
        """Test import extraction."""
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor
        from redb.models.dataclasses import PEImport

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEImportExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None:
                assert isinstance(result, PEImport)
                assert isinstance(result.pe_imports_total, int)

    def test_extract_import_libraries(self, pe_binary_path, mock_logger):
        """Test import library extraction."""
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEImportExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None and result.pe_import_libraryName is not None:
                assert isinstance(result.pe_import_libraryName, list)

    def test_extract_import_functions(self, pe_binary_path, mock_logger):
        """Test import function extraction."""
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEImportExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None and result.pe_import_functions is not None:
                assert isinstance(result.pe_import_functions, list)

    def test_prepare_export_clickhouse(self, pe_binary_path, mock_logger):
        """Test ClickHouse export preparation."""
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEImportExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.prepare_export_data("ClickHouseExporter")

            if result is not None:
                data, column_names, column_type_names = result
                assert 'library_name' in column_names
                assert 'function_name' in column_names


# ============================================================================
# PESectionExtractor Tests
# ============================================================================

class TestPESectionExtractor:
    """Tests for PESectionExtractor class."""

    def test_extract_sections(self, pe_binary_path, mock_logger):
        """Test section extraction."""
        from redb.extractors.pe_extractors.pe_sections import PESectionExtractor
        from redb.models.dataclasses import PESection

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESectionExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            assert result is not None
            assert isinstance(result, list)
            assert len(result) > 0
            assert isinstance(result[0], PESection)

    def test_section_properties(self, pe_binary_path, mock_logger):
        """Test section property extraction."""
        from redb.extractors.pe_extractors.pe_sections import PESectionExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESectionExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None and len(result) > 0:
                section = result[0]
                assert section.section_name is not None
                assert section.section_entropy >= 0
                assert section.section_sha256 is not None
                assert section.section_md5 is not None
                assert section.section_size >= 0

    def test_section_entropy_range(self, pe_binary_path, mock_logger):
        """Test that section entropy is in valid range."""
        from redb.extractors.pe_extractors.pe_sections import PESectionExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESectionExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None:
                for section in result:
                    assert 0 <= section.section_entropy <= 8

    def test_prepare_export_clickhouse(self, pe_binary_path, mock_logger):
        """Test ClickHouse export preparation."""
        from redb.extractors.pe_extractors.pe_sections import PESectionExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESectionExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.prepare_export_data("ClickHouseExporter")

            if result is not None:
                data, column_names, column_type_names = result
                assert 'section_name' in column_names
                assert 'section_entropy' in column_names
                assert 'section_sha256' in column_names


# ============================================================================
# PEResourceExtractor Tests
# ============================================================================

class TestPEResourceExtractor:
    """Tests for PEResourceExtractor class."""

    def test_extract_resources(self, pe_binary_path, mock_logger):
        """Test resource extraction."""
        from redb.extractors.pe_extractors.pe_resources import PEResourceExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEResourceExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # May be None if no resources
            if result is not None:
                assert isinstance(result, list)

    def test_resource_properties(self, pe_binary_path, mock_logger):
        """Test resource property extraction."""
        from redb.extractors.pe_extractors.pe_resources import PEResourceExtractor
        from redb.models.dataclasses import PEResource

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEResourceExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None and len(result) > 0:
                resource = result[0]
                assert isinstance(resource, PEResource)
                assert resource.resource_type is not None


# ============================================================================
# PEOverlayExtractor Tests
# ============================================================================

class TestPEOverlayExtractor:
    """Tests for PEOverlayExtractor class."""

    def test_extract_overlay(self, pe_binary_path, mock_logger):
        """Test overlay extraction."""
        from redb.extractors.pe_extractors.pe_overlay import PEOverlayExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEOverlayExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # May be None if no overlay
            # If present, should have overlay properties
            if result is not None:
                assert hasattr(result, 'overlay_size')

    def test_has_overlay_check(self, pe_binary_path, mock_logger):
        """Test overlay detection."""
        from redb.extractors.pe_extractors.pe_overlay import PEOverlayExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEOverlayExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            has_overlay = extractor._has_overlay()
            assert isinstance(has_overlay, bool)


# ============================================================================
# PESignatureExtractor Tests
# ============================================================================

class TestPESignatureExtractor:
    """Tests for PESignatureExtractor class."""

    def test_extract_signature(self, pe_binary_path, mock_logger):
        """Test signature extraction."""
        from redb.extractors.pe_extractors.pe_signature import PESignatureExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESignatureExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # May be None if not signed
            # Result type depends on implementation

    def test_is_signed_check(self, pe_binary_path, mock_logger):
        """Test signature detection."""
        from redb.extractors.pe_extractors.pe_signature import PESignatureExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESignatureExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            is_signed = extractor._is_signed()
            assert isinstance(is_signed, bool)


# ============================================================================
# PEDotNetExtractor Tests
# ============================================================================

class TestPEDotNetExtractor:
    """Tests for PEDotNetExtractor class."""

    def test_extract_dotnet(self, pe_binary_path, mock_logger):
        """Test .NET metadata extraction."""
        from redb.extractors.pe_extractors.pe_dotnet import PEDotNetExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEDotNetExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # The test file is a .NET binary
            if extractor._check_dotnet():
                assert result is not None

    def test_check_dotnet(self, pe_binary_path, mock_logger):
        """Test .NET detection."""
        from redb.extractors.pe_extractors.pe_dotnet import PEDotNetExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEDotNetExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            is_dotnet = extractor._check_dotnet()
            assert isinstance(is_dotnet, bool)
            # Test file should be .NET
            assert is_dotnet is True


# ============================================================================
# PEInconsistencyTestsExtractor Tests
# ============================================================================

class TestPEInconsistencyTestsExtractor:
    """Tests for PEInconsistencyTestsExtractor class."""

    def test_extract_inconsistency_tests(self, pe_binary_path, mock_logger):
        """Test inconsistency tests extraction."""
        from redb.extractors.pe_extractors.pe_inconsistency_tests import PEInconstistencyTestsExtractor as PEInconsistencyTestsExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEInconsistencyTestsExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # extract() returns True if tests were performed, False otherwise
            # The actual test results are stored in extractor.pe_inconsistency_tests
            # and extractor.dotnet_inconsistency_tests
            assert result in (True, False)

            if result:
                # Check that test results were stored
                assert extractor.pe_inconsistency_tests is not None or extractor.dotnet_inconsistency_tests is not None


# ============================================================================
# PEExtraFindings Tests
# ============================================================================

class TestPEExtraFindings:
    """Tests for PEExtraFindings class."""

    def test_extract_extra_findings(self, pe_binary_path, mock_logger):
        """Test extra findings extraction."""
        from redb.extractors.pe_extractors.pe_extra_findings import PEExtraFindings

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEExtraFindings(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # May return None or list of findings
            if result is not None:
                assert isinstance(result, list)


# ============================================================================
# Integration Tests
# ============================================================================

class TestPEExtractorIntegration:
    """Integration tests for PE extractors."""

    def test_all_extractors_same_pe_object(self, pe_binary_path, mock_logger, pe_object):
        """Test that extractors can share the same PE object."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor
        from redb.extractors.pe_extractors.pe_sections import PESectionExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            # Create extractors sharing the same PE object
            features_ext = PEFeaturesExtractor(pe_binary_path, mock_logger, pe=pe_object)
            imports_ext = PEImportExtractor(pe_binary_path, mock_logger, pe=pe_object)
            sections_ext = PESectionExtractor(pe_binary_path, mock_logger, pe=pe_object)

            # All should use the same PE object
            assert features_ext.pe is pe_object
            assert imports_ext.pe is pe_object
            assert sections_ext.pe is pe_object

            # All should extract successfully
            features_result = features_ext.extract()
            imports_result = imports_ext.extract()
            sections_result = sections_ext.extract()

            assert features_result is not None
            # imports and sections may be None if not present

    def test_hash_consistency_across_extractors(self, pe_binary_path, mock_logger):
        """Test that hashes are consistent across all extractors."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            features_ext = PEFeaturesExtractor(pe_binary_path, mock_logger)
            imports_ext = PEImportExtractor(pe_binary_path, mock_logger)

            # Hashes should be the same
            assert features_ext.sha256 == imports_ext.sha256
            assert features_ext.md5 == imports_ext.md5
            assert features_ext.sha1 == imports_ext.sha1