Haichao Zhu

35 papers A* 4Journal 20Unranked 11
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Haichao Zhu, Qian Zhang
2026 J jnl
CoRR
Haichao Zhu, Zhaorui Yang, Qian Zhang
2026 J jnl
CoRR
Haichao Zhu, Qian Zhang, Jiyuan Wang, Zhaorui Yang, Yuxin Qiu
2026 J jnl
CoRR
Zhaorui Yang, Haichao Zhu, Qian Zhang, Rajiv Gupta, Ashish Kundu
2025 J jnl
CoRR
Zhaorui Yang, Yuxin Qiu, Haichao Zhu, Qian Zhang
2024 conf
LREC/COLING
Zekun Wang, Jingchang Chen, Wangchunshu Zhou, Haichao Zhu, Jiafeng Liang, Liping Shan, Ming Liu, Dongliang Xu, Qing Yang, Bing Qin
2024 conf
SIGSOFT FSE Companion
Zhaorui Yang, Haichao Zhu, Qian Zhang
2024 J jnl
CoRR
Haichao Zhu
2023 A* conf
NeurIPS
Weiwei Sun, Lingyong Yan, Zheng Chen, Shuaiqiang Wang, Haichao Zhu, Pengjie Ren, Zhumin Chen, Dawei Yin, Maarten de Rijke, Zhaochun Ren
2023 J jnl
CoRR
Weiwei Sun, Lingyong Yan, Zheng Chen, Shuaiqiang Wang, Haichao Zhu, Pengjie Ren, Zhumin Chen, Dawei Yin, Maarten de Rijke, Zhaochun Ren
2023 J jnl
Int. J. Syst. Sci.
Haichao Zhu, Weiyao Lan
2023 J jnl
Int. J. Mach. Learn. Cybern.
Zekun Wang, Haichao Zhu, Ming Liu, Bing Qin
2022 A* conf
EMNLP
Zekun Wang, Wenhui Wang, Haichao Zhu, Ming Liu, Bing Qin, Furu Wei
2022 conf
ICCA
Haichao Zhu, Weiyao Lan
2022 conf
CVPR Workshops
Lu He, Bing Jian, Yangming Wen, Haichao Zhu, Kelin Liu, Weiwei Feng, Shan Liu
2022 J jnl
IEEE ACM Trans. Audio Speech Lang. Process.
Haichao Zhu, Li Dong, Furu Wei, Bing Qin, Ting Liu
2022 J jnl
CoRR
Tao He, Tianwen Jiang, Zihao Zheng, Haichao Zhu, Jingrun Zhang, Ming Liu, Sendong Zhao, Bing Qin
2021 J jnl
CoRR
Zekun Wang, Wenhui Wang, Haichao Zhu, Ming Liu, Bing Qin, Furu Wei
2021 conf
PG (Short Papers, Posters, and Work-in-Progress Papers)
Haichao Zhu
2021 conf
EMNLP (Findings)
Haichao Zhu, Zekun Wang, Heng Zhang, Ming Liu, Sendong Zhao, Bing Qin
2020 A* conf
ACM Multimedia
Zhaohui Zhang, Haichao Zhu, Qian Zhang
2020 J jnl
CoRR
Zhaohui Zhang, Shipeng Xie, Mingxiu Chen, Haichao Zhu
2020 conf
ICCA
Haichao Zhu, Weiyao Lan
2019 J jnl
Vis. Comput.
Zhuming Zhang, Chu Han, Shengfeng He, Xueting Liu, Haichao Zhu, Xinghong Hu, Tien-Tsin Wong
2019 conf
ACL (1)
Haichao Zhu, Li Dong, Furu Wei, Wenhui Wang, Bing Qin, Ting Liu
2019 J jnl
CoRR
Haichao Zhu, Li Dong, Furu Wei, Wenhui Wang, Bing Qin, Ting Liu
2019 J jnl
CoRR
Haichao Zhu, Li Dong, Furu Wei, Bing Qin, Ting Liu
2018 A* conf
AAAI
Haichao Zhu, Furu Wei, Bing Qin, Ting Liu
2018 J jnl
Trans. Inst. Meas. Control
Qingyu Su, Haichao Zhu, Jian Li
2017 J jnl
CoRR
Haichao Zhu, Xueting Liu, Xiangyu Mao, Tien-Tsin Wong
2016 J jnl
ACM Trans. Graph.
Haichao Zhu, Xueting Liu, Tien-Tsin Wong, Pheng-Ann Heng
2016 J jnl
Vis. Comput.
Xueting Liu, Chengze li, Haichao Zhu, Tien-Tsin Wong, Xuemiao Xu
2013 conf
EMC/HumanCom
Haichao Zhu, Weiming Wang, Jingxian Sun, Qiang Meng, Jinze Yu, Jing Qin, Pheng-Ann Heng
2012 conf
ISCIT
Rui Jiang, Youping Zhao, Haichao Zhu
2006 conf
ISDA (1)
Rongfu Mao, Haichao Zhu, Linke Zhang, Aizhi Chen
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