Xiaobo Li

24 papers A* 1Journal 18Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
Eng. Appl. Artif. Intell.
Shilong Wang, Hai Cui, Yanchen Qu, Xiaobo Li, Yijia Zhang
2026 J jnl
Expert Syst. Appl.
Xiaodi Hou, Xiaobo Li, Simiao Wang, Mingyu Lu, Hongfei Lin, Yi-Jia Zhang
2026 J jnl
Eng. Appl. Artif. Intell.
Xiangkang Song, Zhi Liu, Xiaodi Hou, Xiaobo Li, Yijia Zhang
2026 J jnl
Neural Networks
Meiyu Duan, Xiaobo Li, Xiaodi Hou, Yanchen Qu, Hai Cui, Yi-Jia Zhang
2026 J jnl
Neural Networks
Xiaobo Li, Xiaodi Hou, Shilong Wang, Hongfei Lin, Yi-Jia Zhang
2025 J jnl
Artif. Intell. Medicine
Xiaobo Li, Yijia Zhang, Xiaodi Hou, Shilong Wang, Hongfei Lin
2025 J jnl
Briefings Bioinform.
Hai Cui, Meiyu Duan, Haijia Bi, Xiaobo Li, Xiaodi Hou, Yi-Jia Zhang
2025 J jnl
Inf. Process. Manag.
Xiaobo Li, Xiaodi Hou, Fanjun Meng, Xiaokun Zhang, Mingyu Lu, Hongfei Lin, Yi-Jia Zhang
2025 J jnl
Eng. Appl. Artif. Intell.
Xiaobo Li, Yi-Jia Zhang, Xiaodi Hou, Shilong Wang, Wen Qu
2025 A* conf
IJCAI
Xiaodi Hou, Xiaobo Li, Mingyu Lu, Simiao Wang, Yijia Zhang
2025 J jnl
Expert Syst. Appl.
Xiaodi Hou, Xiaobo Li, Zhi Liu, Shengtian Sang, Mingyu Lu, Yi-Jia Zhang
2025 J jnl
Expert Syst. Appl.
Xiaobo Li, Fanjun Meng, Jiedong Wei, Yi-Jia Zhang
2024 J jnl
ACM Comput. Surv.
Shaoxiong Ji, Xiaobo Li, Wei Sun, Hang Dong, Ara Taalas, Yijia Zhang, Honghan Wu, Esa Pitkänen, Pekka Marttinen
2024 conf
ISBRA (1)
Shilong Wang, Xiaobo Li, Wen Qu, Hongfei Lin, Yi-Jia Zhang
2024 J jnl
Bioinform.
Fanjun Meng, Xiaobo Li, Xiaodi Hou, Mingyu Lu, Yijia Zhang
2024 J jnl
Int. J. Mach. Learn. Cybern.
Jiejin Deng, Yi-Jia Zhang, Yaohua Pan, Xiaobo Li, Mingyu Lu
2024 J jnl
J. Comput. Biol.
Xiaodi Hou, Guoming Sang, Zhi Liu, Xiaobo Li, Yi-Jia Zhang
2023 J jnl
J. Comput. Biol.
Xiaobo Li, Yi-Jia Zhang, Xingwang Li, Xianwei Pan, Jian Wang, Mingyu Lu
2023 J jnl
J. Biomed. Informatics
Xingwang Li, Yi-Jia Zhang, Xiaobo Li, Hao Wei, Mingyu Lu
2023 J jnl
J. Biomed. Informatics
Xiaodi Hou, Zhi Liu, Xiaobo Li, Xingwang Li, Shengtian Sang, Yijia Zhang
2023 conf
BIBM
Shilong Wang, Hongfei Lin, Yijia Zhang, Xiaobo Li, Wen Qu
2023 conf
BIBM
Xiaobo Li, Yi-Jia Zhang, Xiaodi Hou, Fanjun Meng, Hongfei Lin
2023 conf
ISBRA
Xiaodi Hou, Guoming Sang, Zhi Liu, Xiaobo Li, Yijia Zhang
2022 conf
ISBRA
Xiaobo Li, Yijia Zhang, Xingwang Li, Jian Wang, Mingyu Lu
tests/integration/test_base_extractor.py
← Index tests/integration/test_base_extractor.py python
"""
Integration tests for the base Extractor class.
"""
import pytest
import hashlib
import math
from unittest.mock import Mock, patch, MagicMock
from collections import Counter

pytestmark = [pytest.mark.integration]


class TestExtractorStaticMethods:
    """Tests for static methods in Extractor class."""

    def test_process_binary_string_printable(self):
        """Test processing a printable binary string."""
        from redb.extractors.extractor import Extractor

        # Test with printable ASCII characters
        input_bytes = b"Hello World\x00\x00\x00"
        result = Extractor.process_binary_string(input_bytes)
        assert result == "Hello World"

    def test_process_binary_string_non_printable(self):
        """Test processing a string with non-printable characters."""
        from redb.extractors.extractor import Extractor

        # Test with non-printable characters
        input_bytes = b"\x01\x02Hello\x00"
        result = Extractor.process_binary_string(input_bytes)
        assert "\\x01" in result
        assert "\\x02" in result
        assert "Hello" in result

    def test_process_binary_string_empty(self):
        """Test processing an empty binary string."""
        from redb.extractors.extractor import Extractor

        input_bytes = b"\x00\x00\x00"
        result = Extractor.process_binary_string(input_bytes)
        assert result == ""

    def test_process_binary_string_all_printable(self):
        """Test processing a fully printable string."""
        from redb.extractors.extractor import Extractor

        input_bytes = b"TestString123"
        result = Extractor.process_binary_string(input_bytes)
        assert result == "TestString123"

    def test_remove_non_utf8_valid(self):
        """Test removing non-UTF8 characters from valid UTF8 string."""
        from redb.extractors.extractor import Extractor

        input_bytes = b"Hello World"
        result = Extractor.remove_non_utf8(input_bytes)
        assert result == b"Hello World"

    def test_remove_non_utf8_with_invalid(self):
        """Test removing non-UTF8 characters from mixed string."""
        from redb.extractors.extractor import Extractor

        # Mix of valid UTF8 and invalid bytes
        input_bytes = b"Hello\xff\xfeWorld"
        result = Extractor.remove_non_utf8(input_bytes)
        # Should remove the invalid bytes
        assert b"\xff" not in result
        assert b"\xfe" not in result
        assert b"Hello" in result
        assert b"World" in result

    def test_remove_non_utf8_empty(self):
        """Test removing non-UTF8 from empty string."""
        from redb.extractors.extractor import Extractor

        result = Extractor.remove_non_utf8(b"")
        assert result == b""


class TestExtractorEntropyCalculation:
    """Tests for entropy calculation in Extractor class."""

    def test_calculate_entropy_empty_data(self, elf_binary_path, mock_logger):
        """Test entropy calculation with empty data."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)
            result = extractor.calculate_entropy(b"")
            assert result == 0.0

    def test_calculate_entropy_uniform_data(self, elf_binary_path, mock_logger):
        """Test entropy calculation with uniform (low entropy) data."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)
            # All same bytes = 0 entropy
            uniform_data = b"\x00" * 256
            result = extractor.calculate_entropy(uniform_data)
            assert result == 0.0

    def test_calculate_entropy_random_data(self, elf_binary_path, mock_logger, high_entropy_data):
        """Test entropy calculation with random (high entropy) data."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)
            result = extractor.calculate_entropy(high_entropy_data)
            # Random data should have entropy close to 8 (max for bytes)
            assert result > 7.0

    def test_calculate_entropy_binary_data(self, elf_binary_path, mock_logger):
        """Test entropy calculation with binary data."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)
            # Two equally distributed values = 1 bit entropy
            binary_data = b"\x00\x01" * 128
            result = extractor.calculate_entropy(binary_data)
            assert abs(result - 1.0) < 0.01

    def test_calculate_entropy_string_data(self, elf_binary_path, mock_logger):
        """Test entropy calculation with string data."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)
            # String with two equally distributed characters
            string_data = "ab" * 100
            result = extractor.calculate_entropy(string_data)
            assert abs(result - 1.0) < 0.01


class TestExtractorInitialization:
    """Tests for Extractor initialization."""

    def test_extractor_hashes_computed_on_init(self, elf_binary_path, mock_logger, known_hashes):
        """Test that hashes are computed during initialization."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

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

            assert extractor.md5 == known_hashes['md5']
            assert extractor.sha1 == known_hashes['sha1']
            assert extractor.sha256 == known_hashes['sha256']

    def test_extractor_hash_dataclass_created(self, elf_binary_path, mock_logger, known_hashes):
        """Test that Hash dataclass is created during initialization."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

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

            assert extractor.hash.md5 == known_hashes['md5']
            assert extractor.hash.sha1 == known_hashes['sha1']
            assert extractor.hash.sha256 == known_hashes['sha256']

    def test_extractor_binary_cached_property(self, elf_binary_path, mock_logger, elf_binary_content):
        """Test that binary content is loaded as cached property."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

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

            # Access binary property
            binary = extractor.binary
            assert binary == elf_binary_content

            # Second access should return cached value (same id)
            assert extractor.binary is binary

    def test_extractor_with_exporters(self, elf_binary_path, mock_logger, mock_print_exporter):
        """Test extractor initialization with exporters."""
        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]
            )

            assert len(extractor.exporters) == 1
            assert extractor.exporters[0] is mock_print_exporter

    def test_extractor_with_index_prefix(self, elf_binary_path, mock_logger):
        """Test extractor initialization with custom index prefix."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

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

            assert "custom_prefix" in extractor.elastic_index

    def test_extractor_known_benign_flag(self, elf_binary_path, mock_logger):
        """Test extractor with known_benign flag."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

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

            assert extractor.known_benign is True
            assert extractor.known_malicious is False

    def test_extractor_known_malicious_flag(self, elf_binary_path, mock_logger):
        """Test extractor with known_malicious flag."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

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

            assert extractor.known_benign is False
            assert extractor.known_malicious is True


class TestExtractorExportData:
    """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()
            # Should succeed with PrintExporter
            assert result is True

    def test_export_data_no_exporters(self, elf_binary_path, mock_logger):
        """Test export_data with no exporters configured."""
        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 (nothing to export)
            assert result is True


class TestExtractorEdgeCases:
    """Tests for edge cases in Extractor class."""

    def test_extractor_with_nonexistent_file(self, mock_logger):
        """Test extractor with non-existent file."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            with pytest.raises(FileNotFoundError):
                BasicPropertiesExtractor("/nonexistent/file.bin", mock_logger)

    def test_entropy_none_data(self, elf_binary_path, mock_logger):
        """Test entropy calculation with None returns 0."""
        from redb.extractors.basicproperties import BasicPropertiesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = BasicPropertiesExtractor(elf_binary_path, mock_logger)
            result = extractor.calculate_entropy(None)
            assert result == 0.0

    def test_process_binary_string_high_bytes(self):
        """Test processing binary string with high byte values."""
        from redb.extractors.extractor import Extractor

        # Characters above 126 are non-printable
        input_bytes = b"\x7f\x80\x81\xff"
        result = Extractor.process_binary_string(input_bytes)
        assert "\\x7f" in result
        assert "\\x80" in result
        assert "\\xff" in result