Weihua Du

25 papers A* 7Journal 14Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Ningyuan Yang, Weihua Du, Weiwei Sun, Sean Welleck, Yiming Yang
2026 J jnl
CoRR
Xuhui Zhou, Weiwei Sun, Qianou Ma, Yiqing Xie, Jiarui Liu, Weihua Du, Sean Welleck, Yiming Yang, Graham Neubig, Sherry Tongshuang Wu, Maarten Sap
2025 A* conf
EMNLP
Weihua Du, Pranjal Aggarwal, Sean Welleck, Yiming Yang
2025 J jnl
CoRR
Weihua Du, Pranjal Aggarwal, Sean Welleck, Yiming Yang
2025 J jnl
CoRR
Weihua Du, Hailei Gong, Zhan Ling, Kang Liu, Lingfeng Shen, Xuesong Yao, Yufei Xu, Dingyuan Shi, Yiming Yang, Jiecao Chen
2025 A* conf
ICML
Weihua Du, Yiming Yang, Sean Welleck
2025 J jnl
CoRR
Weihua Du, Yiming Yang, Sean Welleck
2025 J jnl
CoRR
Miao Lu, Weiwei Sun, Weihua Du, Zhan Ling, Xuesong Yao, Kang Liu, Jiecao Chen
2025 J jnl
CoRR
Weiwei Sun, Xuhui Zhou, Weihua Du, Xingyao Wang, Sean Welleck, Graham Neubig, Maarten Sap, Yiming Yang
2024 A* conf
ICLR
Hongxin Zhang, Weihua Du, Jiaming Shan, Qinhong Zhou, Yilun Du, Joshua B. Tenenbaum, Tianmin Shu, Chuang Gan
2024 A* conf
NeurIPS
Weihua Du, Qiushi Lyu, Jiaming Shan, Zhenting Qi, Hongxin Zhang, Sunli Chen, Andi Peng, Tianmin Shu, Kwonjoon Lee, Behzad Dariush, Chuang Gan
2024 J jnl
CoRR
Weihua Du, Qiushi Lyu, Jiaming Shan, Zhenting Qi, Hongxin Zhang, Sunli Chen, Andi Peng, Tianmin Shu, Kwonjoon Lee, Behzad Dariush, Chuang Gan
2024 A* conf
ICLR
Qinhong Zhou, Sunli Chen, Yisong Wang, Haozhe Xu, Weihua Du, Hongxin Zhang, Yilun Du, Joshua B. Tenenbaum, Chuang Gan
2024 J jnl
CoRR
Qinhong Zhou, Sunli Chen, Yisong Wang, Haozhe Xu, Weihua Du, Hongxin Zhang, Yilun Du, Joshua B. Tenenbaum, Chuang Gan
2024 conf
ACL (1)
Zehui Chen, Weihua Du, Wenwei Zhang, Kuikun Liu, Jiangning Liu, Miao Zheng, Jingming Zhuo, Songyang Zhang, Dahua Lin, Kai Chen, Feng Zhao
2023 A* conf
IJCAI
Weihua Du, Jinglun Zhao, Chao Yu, Xingcheng Yao, Zimeng Song, Siyang Wu, Ruifeng Luo, Zhiyuan Liu, Xianzhong Zhao, Yi Wu
2023 J jnl
CoRR
Weihua Du, Jinglun Zhao, Chao Yu, Xingcheng Yao, Zimeng Song, Siyang Wu, Ruifeng Luo, Zhiyuan Liu, Xianzhong Zhao, Yi Wu
2023 J jnl
CoRR
Hongxin Zhang, Weihua Du, Jiaming Shan, Qinhong Zhou, Yilun Du, Joshua B. Tenenbaum, Tianmin Shu, Chuang Gan
2023 J jnl
Neural Process. Lett.
Lingcong Feng, Biqing Zeng, Lewei He, Mayi Xu, Huimin Deng, Pengfei Chen, Zipeng Huang, Weihua Du
2023 A* conf
NeurIPS
Wei Fu, Weihua Du, Jingwei Li, Sunli Chen, Jingzhao Zhang, Yi Wu
2023 J jnl
CoRR
Wei Fu, Weihua Du, Jingwei Li, Sunli Chen, Jingzhao Zhang, Yi Wu
2023 J jnl
CoRR
Zehui Chen, Weihua Du, Wenwei Zhang, Kuikun Liu, Jiangning Liu, Miao Zheng, Jingming Zhuo, Songyang Zhang, Dahua Lin, Kai Chen, Feng Zhao
2020 conf
ICWL/SETE
Weihua Du, Shili Ge
2020 conf
IHIET (Paris)
Weihua Du
2018 conf
SETE@ICWL
Weihua Du
tests/integration/test_basicproperties.py
← Index tests/integration/test_basicproperties.py python
"""
Integration tests for the BasicPropertiesExtractor class.
"""
import pytest
import os
from unittest.mock import Mock, patch, MagicMock

pytestmark = [pytest.mark.integration]


class TestBasicPropertiesExtractorInitialization:
    """Tests for BasicPropertiesExtractor initialization."""

    def test_initialization(self, elf_binary_path, mock_logger):
        """Test basic initialization."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            assert extractor.filepath == elf_binary_path
            assert extractor.basic_properties is None
            assert extractor.is_packed is None
            assert extractor.is_fat is None
            assert extractor.parent_sha256 is None
            assert extractor.child_sha256 is None
            assert extractor.child_architecture is None
            assert extractor.child_filetype is None

    def test_initialization_with_fat_params(self, elf_binary_path, mock_logger):
        """Test initialization with FAT Mach-O parameters."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            child_hashes = ["abc123", "def456"]
            child_archs = ["x86_64", "arm64"]
            child_types = ["macho", "macho"]

            extractor = BasicPropertiesExtractor(
                elf_binary_path,
                mock_logger,
                is_fat=True,
                child_sha256=child_hashes,
                child_architecture=child_archs,
                child_filetype=child_types
            )

            assert extractor.is_fat is True
            assert extractor.child_sha256 == child_hashes
            assert extractor.child_architecture == child_archs
            assert extractor.child_filetype == child_types

    def test_initialization_with_parent_sha256(self, elf_binary_path, mock_logger):
        """Test initialization with parent_sha256 for slice binaries."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            parent_hash = "parent_sha256_hash_here"

            extractor = BasicPropertiesExtractor(
                elf_binary_path,
                mock_logger,
                parent_sha256=parent_hash
            )

            assert extractor.parent_sha256 == parent_hash

    def test_elastic_index_suffix(self, elf_binary_path, mock_logger):
        """Test that elastic_index has correct suffix."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            assert "-basic_properties" in extractor.elastic_index


class TestBasicPropertiesExtractorTag:
    """Tests for tag method."""

    def test_tag_value(self, elf_binary_path, mock_logger):
        """Test that tag returns correct value."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor
        from redb.extractors.enum import Tag

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            assert extractor.tag() == Tag.BASIC_PROPERTIES.value
            assert extractor.tag() == "basic_properties"


class TestBasicPropertiesExtract:
    """Tests for extract method."""

    def test_extract_elf_binary(self, elf_binary_path, mock_logger):
        """Test extracting properties from ELF binary."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor
        from redb.models.dataclasses import BasicProperties

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            result = extractor.extract()

            assert result is not None
            assert isinstance(result, BasicProperties)
            assert result.sample_name == os.path.basename(elf_binary_path)
            assert result.filesize > 0
            assert result.file_entropy >= 0
            assert result.filetype is not None
            assert result.filetype_mime is not None
            assert result.filetype_magika is not None

    def test_extract_pe_binary(self, pe_binary_path, mock_logger):
        """Test extracting properties from PE binary."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor
        from redb.models.dataclasses import BasicProperties

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

            result = extractor.extract()

            assert result is not None
            assert isinstance(result, BasicProperties)
            assert result.filesize > 0
            # PE file should be detected
            assert "PE" in result.filetype or "executable" in result.filetype.lower()

    def test_extract_text_file(self, temp_text_file, mock_logger):
        """Test extracting properties from text file."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(temp_text_file, mock_logger)

            result = extractor.extract()

            assert result is not None
            assert "text" in result.filetype.lower() or "ASCII" in result.filetype
            assert result.file_entropy >= 0

    def test_extract_stores_in_basic_properties(self, elf_binary_path, mock_logger):
        """Test that extract stores result in basic_properties attribute."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            assert extractor.basic_properties is None
            result = extractor.extract()
            assert extractor.basic_properties is result


class TestBasicPropertiesFiletype:
    """Tests for file type detection."""

    def test_elf_filetype(self, elf_binary_path, mock_logger):
        """Test ELF file type detection."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            result = extractor.extract()

            assert result is not None
            # Should detect as ELF
            assert "ELF" in result.filetype

    def test_pe_filetype_mime(self, pe_binary_path, mock_logger):
        """Test PE file type MIME detection."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

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

            result = extractor.extract()

            assert result is not None
            # PE MIME types (varies by libmagic version)
            assert "dosexec" in result.filetype_mime or "x-msdownload" in result.filetype_mime or "portable-executable" in result.filetype_mime

    def test_text_filetype_mime(self, temp_text_file, mock_logger):
        """Test text file type MIME detection."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(temp_text_file, mock_logger)

            result = extractor.extract()

            assert result is not None
            # Text MIME types
            assert "text" in result.filetype_mime


class TestBasicPropertiesEntropy:
    """Tests for entropy calculation in BasicPropertiesExtractor."""

    def test_entropy_reasonable_range(self, elf_binary_path, mock_logger):
        """Test that entropy is within reasonable range (0-8)."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            result = extractor.extract()

            assert result is not None
            assert 0 <= result.file_entropy <= 8

    def test_entropy_rounded(self, elf_binary_path, mock_logger):
        """Test that entropy is rounded to 3 decimal places."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            result = extractor.extract()

            assert result is not None
            # Check rounding to 3 decimal places
            entropy_str = str(result.file_entropy)
            if '.' in entropy_str:
                decimal_places = len(entropy_str.split('.')[1])
                assert decimal_places <= 3


class TestBasicPropertiesFilesize:
    """Tests for file size calculation."""

    def test_filesize_matches_actual(self, elf_binary_path, mock_logger):
        """Test that filesize matches actual file size."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            result = extractor.extract()

            actual_size = os.path.getsize(elf_binary_path)
            assert result.filesize == actual_size

    def test_filesize_matches_binary_length(self, elf_binary_path, mock_logger, elf_binary_content):
        """Test that filesize matches binary content length."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            result = extractor.extract()

            assert result.filesize == len(elf_binary_content)


class TestBasicPropertiesPrepareExportData:
    """Tests for prepare_export_data method."""

    def test_prepare_export_elasticsearch(self, elf_binary_path, mock_logger):
        """Test prepare_export_data for Elasticsearch."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)
            extractor.extract()

            result = extractor.prepare_export_data("ElasticsearchExporter")

            assert result is extractor.basic_properties

    def test_prepare_export_clickhouse(self, elf_binary_path, mock_logger):
        """Test prepare_export_data for ClickHouse."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)
            extractor.extract()

            result = extractor.prepare_export_data("ClickHouseExporter")

            # Should return tuple of (data, column_names, column_type_names)
            assert isinstance(result, tuple)
            assert len(result) == 3

            data, column_names, column_type_names = result

            assert isinstance(data, list)
            assert len(data) == 1  # One row
            assert isinstance(column_names, list)
            assert isinstance(column_type_names, list)

            # Check expected columns
            assert 'sha256' in column_names
            assert 'md5' in column_names
            assert 'sha1' in column_names
            assert 'filesize' in column_names
            assert 'file_entropy' in column_names
            assert 'filetype' in column_names
            assert 'filetype_mime' in column_names
            assert 'filetype_magika' in column_names
            # New FAT/child columns
            assert 'parent_sha256' in column_names
            assert 'child_sha256' in column_names
            assert 'child_architecture' in column_names
            assert 'child_filetype' in column_names
            assert 'is_fat' in column_names

    def test_prepare_export_clickhouse_data_types(self, elf_binary_path, mock_logger):
        """Test that ClickHouse export data has correct types."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)
            extractor.extract()

            data, column_names, column_type_names = extractor.prepare_export_data("ClickHouseExporter")

            row = data[0]

            # Check that sha256 is a string with correct length
            sha256_idx = column_names.index('sha256')
            assert isinstance(row[sha256_idx], str)
            assert len(row[sha256_idx]) == 64

            # Check that filesize is an integer
            filesize_idx = column_names.index('filesize')
            assert isinstance(row[filesize_idx], int)

            # Check that file_entropy is a float
            entropy_idx = column_names.index('file_entropy')
            assert isinstance(row[entropy_idx], float)


class TestBasicPropertiesClickHouseTable:
    """Tests for get_clickhouse_table method."""

    def test_clickhouse_table_name(self, elf_binary_path, mock_logger):
        """Test correct ClickHouse table name."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            assert extractor.get_clickhouse_table() == "redb_basic_properties"


class TestBasicPropertiesExportData:
    """Tests for export_data method."""

    def test_export_data_with_print_exporter(self, elf_binary_path, mock_logger, mock_print_exporter, capsys):
        """Test export_data with PrintExporter."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(
                elf_binary_path,
                mock_logger,
                exporters=[mock_print_exporter]
            )

            result = extractor.export_data()

            assert result is True

    def test_export_data_empty_exporters(self, elf_binary_path, mock_logger):
        """Test export_data with no exporters."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(
                elf_binary_path,
                mock_logger,
                exporters=[]
            )

            result = extractor.export_data()

            # Should succeed with no exporters
            assert result is True


class TestBasicPropertiesMagika:
    """Tests for Magika file type detection."""

    def test_magika_elf_detection(self, elf_binary_path, mock_logger):
        """Test Magika detection of ELF files."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            result = extractor.extract()

            assert result is not None
            # Magika should detect ELF
            assert result.filetype_magika == "elf" or "elf" in result.filetype_magika.lower()

    def test_magika_pe_detection(self, pe_binary_path, mock_logger):
        """Test Magika detection of PE files."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

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

            result = extractor.extract()

            assert result is not None
            # Magika should detect PE
            assert "pe" in result.filetype_magika.lower() or "exe" in result.filetype_magika.lower()


class TestBasicPropertiesFATSupport:
    """Tests for FAT Mach-O and child file support."""

    def test_extract_with_fat_flag(self, elf_binary_path, mock_logger):
        """Test extraction with is_fat flag set."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(
                elf_binary_path,
                mock_logger,
                is_fat=True
            )

            result = extractor.extract()

            assert result is not None
            assert result.is_fat is True

    def test_extract_with_child_hashes(self, elf_binary_path, mock_logger):
        """Test extraction with child_sha256 provided."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            child_hashes = ["abc123def456", "789ghi012jkl"]

            extractor = BasicPropertiesExtractor(
                elf_binary_path,
                mock_logger,
                child_sha256=child_hashes
            )

            result = extractor.extract()

            assert result is not None
            assert result.child_sha256 == child_hashes

    def test_extract_with_child_architecture(self, elf_binary_path, mock_logger):
        """Test extraction with child_architecture provided."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            child_archs = ["x86_64", "arm64"]

            extractor = BasicPropertiesExtractor(
                elf_binary_path,
                mock_logger,
                child_architecture=child_archs
            )

            result = extractor.extract()

            assert result is not None
            assert result.child_architecture == child_archs

    def test_extract_with_child_filetype(self, elf_binary_path, mock_logger):
        """Test extraction with child_filetype provided."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            child_types = ["macho", "macho"]

            extractor = BasicPropertiesExtractor(
                elf_binary_path,
                mock_logger,
                child_filetype=child_types
            )

            result = extractor.extract()

            assert result is not None
            assert result.child_filetype == child_types

    def test_clickhouse_export_with_fat_data(self, elf_binary_path, mock_logger):
        """Test ClickHouse export includes FAT-related fields correctly."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            child_hashes = ["abc123", "def456"]
            child_archs = ["x86_64", "arm64"]
            child_types = ["macho", "macho"]

            extractor = BasicPropertiesExtractor(
                elf_binary_path,
                mock_logger,
                is_fat=True,
                child_sha256=child_hashes,
                child_architecture=child_archs,
                child_filetype=child_types,
                parent_sha256=None  # FAT container has no parent
            )
            extractor.extract()

            data, column_names, column_type_names = extractor.prepare_export_data("ClickHouseExporter")
            row = data[0]

            # Check FAT fields
            is_fat_idx = column_names.index('is_fat')
            assert row[is_fat_idx] is True

            child_sha256_idx = column_names.index('child_sha256')
            assert row[child_sha256_idx] == child_hashes

            child_arch_idx = column_names.index('child_architecture')
            assert row[child_arch_idx] == child_archs

            child_type_idx = column_names.index('child_filetype')
            assert row[child_type_idx] == child_types

    def test_clickhouse_export_for_slice(self, elf_binary_path, mock_logger):
        """Test ClickHouse export for a slice binary with parent_sha256."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            parent_hash = "parent_container_sha256_hash"

            extractor = BasicPropertiesExtractor(
                elf_binary_path,
                mock_logger,
                parent_sha256=parent_hash
            )
            extractor.extract()

            data, column_names, column_type_names = extractor.prepare_export_data("ClickHouseExporter")
            row = data[0]

            parent_idx = column_names.index('parent_sha256')
            assert row[parent_idx] == parent_hash

    def test_default_fat_fields_are_none_or_empty(self, elf_binary_path, mock_logger):
        """Test that FAT-related fields default to None/empty for non-FAT binaries."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)

            result = extractor.extract()

            assert result is not None
            assert result.is_fat is None
            assert result.child_sha256 is None
            assert result.child_architecture is None
            assert result.child_filetype is None


@pytest.mark.unit
@pytest.mark.dataclass
class TestBasicPropertiesDataclass:
    """Tests for BasicProperties dataclass structure."""

    def test_dataclass_has_all_expected_fields(self):
        """Test that BasicProperties dataclass has all expected fields."""
        from redb.models.dataclasses import BasicProperties

        # Create a sample instance
        bp = BasicProperties(
            filename="test.exe",
            sample_name="test.exe",
            filesize=1024,
            filetype="PE32",
            filetype_mime="application/x-dosexec",
            filetype_magika="pebin",
            file_entropy=6.5
        )

        # Check required fields
        assert bp.filename == "test.exe"
        assert bp.sample_name == "test.exe"
        assert bp.filesize == 1024
        assert bp.filetype == "PE32"
        assert bp.filetype_mime == "application/x-dosexec"
        assert bp.filetype_magika == "pebin"
        assert bp.file_entropy == 6.5

        # Check optional fields default to None
        assert bp.is_packed is None
        assert bp.is_fat is None
        assert bp.child_sha256 is None
        assert bp.child_architecture is None
        assert bp.child_filetype is None

    def test_dataclass_with_optional_fat_fields(self):
        """Test BasicProperties dataclass with FAT-related optional fields."""
        from redb.models.dataclasses import BasicProperties

        bp = BasicProperties(
            filename="universal.app",
            sample_name="universal.app",
            filesize=2048,
            filetype="Mach-O universal",
            filetype_mime="application/x-mach-binary",
            filetype_magika="macho",
            file_entropy=7.2,
            is_fat=True,
            child_sha256=["hash1", "hash2"],
            child_architecture=["x86_64", "arm64"],
            child_filetype=["macho", "macho"]
        )

        assert bp.is_fat is True
        assert bp.child_sha256 == ["hash1", "hash2"]
        assert bp.child_architecture == ["x86_64", "arm64"]
        assert bp.child_filetype == ["macho", "macho"]