Natalia Ponomareva

46 papers A* 7A 3B 1C 1Journal 25Unranked 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Jasmine Bayrooti, Weiwei Kong, Natalia Ponomareva, Carlos Esteves, Ameesh Makadia, Amanda Prorok
2026 J jnl
CoRR
Lucas Rosenblatt, Peihan Liu, Ryan McKenna, Natalia Ponomareva
2025 conf
CPAL
Mehdi Makni, Kayhan Behdin, Zheng Xu, Natalia Ponomareva, Rahul Mazumder
2025 J jnl
CoRR
Mehdi Makni, Kayhan Behdin, Gabriel Afriat, Zheng Xu, Sergei Vassilvitskii, Natalia Ponomareva, Hussein Hazimeh, Rahul Mazumder
2025 J jnl
CoRR
Kareem Amin, Salman Avestimehr, Sara Babakniya, Alex Bie, Weiwei Kong, Natalia Ponomareva, Umar Syed
2025 conf
SaTML
Yunjuan Wang, Hussein Hazimeh, Natalia Ponomareva, Alexey Kurakin, Ibrahim Hammoud, Raman Arora
2025 J jnl
CoRR
Mehdi Makni, Kayhan Behdin, Zheng Xu, Natalia Ponomareva, Rahul Mazumder
2025 J jnl
CoRR
Natalia Ponomareva, Zheng Xu, H. Brendan McMahan, Peter Kairouz, Lucas Rosenblatt, Vincent Cohen-Addad, Cristóbal Guzmán, Ryan McKenna, Galen Andrew, Alex Bie, Da Yu, Alex Kurakin, Morteza Zadimoghaddam, Sergei Vassilvitskii, Andreas Terzis
2025 conf
KDD (2)
Mehdi Makni, Kayhan Behdin, Gabriel Afriat, Zheng Xu, Sergei Vassilvitskii, Natalia Ponomareva, Rahul Mazumder, Hussein Hazimeh
2025 A* conf
ICLR
Berivan Isik, Natalia Ponomareva, Hussein Hazimeh, Dimitris Paparas, Sergei Vassilvitskii, Sanmi Koyejo
2024 J jnl
CoRR
Yunjuan Wang, Hussein Hazimeh, Natalia Ponomareva, Alexey Kurakin, Ibrahim Hammoud, Raman Arora
2024 A* conf
ICML
Xiang Meng, Shibal Ibrahim, Kayhan Behdin, Hussein Hazimeh, Natalia Ponomareva, Rahul Mazumder
2024 J jnl
CoRR
Xiang Meng, Shibal Ibrahim, Kayhan Behdin, Hussein Hazimeh, Natalia Ponomareva, Rahul Mazumder
2024 conf
EMNLP (Findings)
Kareem Amin, Alex Bie, Weiwei Kong, Alexey Kurakin, Natalia Ponomareva, Umar Syed, Andreas Terzis, Sergei Vassilvitskii
2024 J jnl
CoRR
Kareem Amin, Alex Bie, Weiwei Kong, Alexey Kurakin, Natalia Ponomareva, Umar Syed, Andreas Terzis, Sergei Vassilvitskii
2024 J jnl
CoRR
Berivan Isik, Natalia Ponomareva, Hussein Hazimeh, Dimitris Paparas, Sergei Vassilvitskii, Sanmi Koyejo
2024 conf
NAACL-HLT
Aldo G. Carranza, Rezsa Farahani, Natalia Ponomareva, Alexey Kurakin, Matthew Jagielski, Milad Nasr
2023 A* conf
KDD
Shibal Ibrahim, Wenyu Chen, Hussein Hazimeh, Natalia Ponomareva, Zhe Zhao, Rahul Mazumder
2023 J jnl
CoRR
Shibal Ibrahim, Wenyu Chen, Hussein Hazimeh, Natalia Ponomareva, Zhe Zhao, Rahul Mazumder
2023 J jnl
CoRR
Qi Zhu, Yizhu Jiao, Natalia Ponomareva, Jiawei Han, Bryan Perozzi
2023 A* conf
ICML
Riade Benbaki, Wenyu Chen, Xiang Meng, Hussein Hazimeh, Natalia Ponomareva, Zhe Zhao, Rahul Mazumder
2023 J jnl
CoRR
Riade Benbaki, Wenyu Chen, Xiang Meng, Hussein Hazimeh, Natalia Ponomareva, Zhe Zhao, Rahul Mazumder
2023 J jnl
CoRR
Alexey Kurakin, Natalia Ponomareva, Umar Syed, Liam MacDermed, Andreas Terzis
2023 J jnl
CoRR
Natalia Ponomareva, Hussein Hazimeh, Alex Kurakin, Zheng Xu, Carson Denison, H. Brendan McMahan, Sergei Vassilvitskii, Steve Chien, Abhradeep Thakurta
2023 J jnl
J. Artif. Intell. Res.
Natalia Ponomareva, Hussein Hazimeh, Alex Kurakin, Zheng Xu, Carson Denison, H. Brendan McMahan, Sergei Vassilvitskii, Steve Chien, Abhradeep Guha Thakurta
2023 A* conf
KDD
Natalia Ponomareva, Sergei Vassilvitskii, Zheng Xu, Brendan McMahan, Alexey Kurakin, Chiyaun Zhang
2023 A conf
AISTATS
Hussein Hazimeh, Natalia Ponomareva
2023 J jnl
CoRR
Hussein Hazimeh, Natalia Ponomareva
2023 J jnl
CoRR
Aldo Gael Carranza, Rezsa Farahani, Natalia Ponomareva, Alex Kurakin, Matthew Jagielski, Milad Nasr
2022 conf
ECML/PKDD (1)
Shibal Ibrahim, Natalia Ponomareva, Rahul Mazumder
2022 conf
ACL (Findings)
Natalia Ponomareva, Jasmijn Bastings, Sergei Vassilvitskii
2021 J jnl
CoRR
Shibal Ibrahim, Natalia Ponomareva, Rahul Mazumder
2021 A* conf
NeurIPS
Qi Zhu, Natalia Ponomareva, Jiawei Han, Bryan Perozzi
2021 J jnl
CoRR
Qi Zhu, Natalia Ponomareva, Jiawei Han, Bryan Perozzi
2020 A conf
AISTATS
Haihao Lu, Sai Praneeth Karimireddy, Natalia Ponomareva, Vahab S. Mirrokni
2020 A* conf
ICML
Hussein Hazimeh, Natalia Ponomareva, Petros Mol, Zhenyu Tan, Rahul Mazumder
2020 J jnl
CoRR
Hussein Hazimeh, Natalia Ponomareva, Petros Mol, Zhenyu Tan, Rahul Mazumder
2019 J jnl
CoRR
Haihao Lu, Sai Praneeth Karimireddy, Natalia Ponomareva, Vahab S. Mirrokni
2019 A conf
IROS
Khaled S. Refaat, Kai Ding, Natalia Ponomareva, Stéphane Ross
2019 J jnl
CoRR
Khaled S. Refaat, Kai Ding, Natalia Ponomareva, Stéphane Ross
2017 J jnl
CoRR
Natalia Ponomareva, Thomas Colthurst, Gilbert Hendry, Salem Haykal, Soroush Radpour
2017 conf
IEEE BigData
Natalia Ponomareva, Thomas Colthurst, Gilbert Hendry, Salem Haykal, Soroush Radpour
2017 conf
ECML/PKDD (3)
Natalia Ponomareva, Soroush Radpour, Gilbert Hendry, Salem Haykal, Thomas Colthurst, Petr Mitrichev, Alexander Grushetsky
2017 J jnl
CoRR
Natalia Ponomareva, Soroush Radpour, Gilbert Hendry, Salem Haykal, Thomas Colthurst, Petr Mitrichev, Alexander Grushetsky
2017 B conf
ICMI
A. Seza Dogruöz, Natalia Ponomareva, Sertan Girgin, Reshu Jain, Christoph Oehler
2015 C conf
CloudCom
Christophe Restif, Natalia Ponomareva, Krzysztof Ostrowski
tests/integration/test_elf_extractor.py
← Index tests/integration/test_elf_extractor.py python
"""
Integration tests for the ELFExtractor base class.
"""
import pytest
from unittest.mock import Mock, patch, MagicMock

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


class TestELFExtractorInitialization:
    """Tests for ELFExtractor initialization."""

    def test_elf_extractor_with_valid_elf(self, elf_binary_path, mock_logger):
        """Test ELFExtractor initialization with valid ELF file."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            assert extractor.filepath == elf_binary_path
            assert extractor._is_elf_file() is True

    def test_elf_extractor_with_invalid_file(self, pe_binary_path, mock_logger):
        """Test ELFExtractor initialization with non-ELF file."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            # Should not be a valid ELF
            assert extractor._is_elf_file() is False

    def test_elf_extractor_with_text_file(self, temp_text_file, mock_logger):
        """Test ELFExtractor initialization with text file."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            # Should not be a valid ELF
            assert extractor._is_elf_file() is False


class TestELFExtractorMethods:
    """Tests for ELFExtractor helper methods."""

    def test_is_elf_file_true(self, elf_binary_path, mock_logger):
        """Test _is_elf_file returns True for valid ELF."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            assert extractor._is_elf_file() is True

    def test_is_elf_file_cached(self, elf_binary_path, mock_logger):
        """Test _is_elf_file result is cached."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            # First call
            result1 = extractor._is_elf_file()
            # Second call should use cached value
            result2 = extractor._is_elf_file()

            assert result1 == result2
            # Cache should be set
            assert extractor._elf_file_valid is not None

    def test_is_64bit(self, elf_binary_path, mock_logger):
        """Test _is_64bit method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._is_64bit()
            # Result depends on the test binary
            assert isinstance(result, bool)

    def test_is_stripped(self, elf_binary_path, mock_logger):
        """Test _is_stripped method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._is_stripped()
            assert isinstance(result, bool)

    def test_has_debug_info(self, elf_binary_path, mock_logger):
        """Test _has_debug_info method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._has_debug_info()
            assert isinstance(result, bool)

    def test_get_architecture(self, elf_binary_path, mock_logger):
        """Test _get_architecture method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._get_architecture()
            # Should return a string (architecture name)
            assert isinstance(result, str)
            assert result != ""

    def test_get_endianness(self, elf_binary_path, mock_logger):
        """Test _get_endianness method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._get_endianness()
            # Should be one of: "little", "big", or "unknown"
            assert result in ["little", "big", "unknown"]

    def test_get_file_type(self, elf_binary_path, mock_logger):
        """Test _get_file_type method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._get_file_type()
            # Should return a file type string
            assert isinstance(result, str)
            # Common values: "executable", "shared_object", "relocatable", etc.
            expected_types = ["none", "relocatable", "executable", "shared_object", "core_dump", "unknown"]
            assert result in expected_types or result.startswith("ET_")

    def test_is_pie(self, elf_binary_path, mock_logger):
        """Test _is_pie method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._is_pie()
            assert isinstance(result, bool)

    def test_has_stack_protection(self, elf_binary_path, mock_logger):
        """Test _has_stack_protection method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._has_stack_protection()
            assert isinstance(result, bool)

    def test_has_nx_bit(self, elf_binary_path, mock_logger):
        """Test _has_nx_bit method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._has_nx_bit()
            assert isinstance(result, bool)

    def test_has_relro(self, elf_binary_path, mock_logger):
        """Test _has_relro method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._has_relro()
            assert isinstance(result, bool)

    def test_get_build_id(self, elf_binary_path, mock_logger):
        """Test _get_build_id method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._get_build_id()
            # Could be None if no build ID, or a hex string
            assert result is None or isinstance(result, str)

    def test_count_sections(self, elf_binary_path, mock_logger):
        """Test _count_sections method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._count_sections()
            assert isinstance(result, int)
            assert result >= 0

    def test_count_segments(self, elf_binary_path, mock_logger):
        """Test _count_segments method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._count_segments()
            assert isinstance(result, int)
            assert result >= 0

    def test_count_symbols(self, elf_binary_path, mock_logger):
        """Test _count_symbols method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._count_symbols()
            assert isinstance(result, int)
            assert result >= 0

    def test_get_dependencies(self, elf_binary_path, mock_logger):
        """Test _get_dependencies method."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor._get_dependencies()
            assert isinstance(result, list)


class TestWithELFFile:
    """Tests for the _with_elf_file context manager method."""

    def test_with_elf_file_success(self, elf_binary_path, mock_logger):
        """Test _with_elf_file executes operation successfully."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            # Define a simple operation
            def get_header(elf):
                return elf.header is not None

            result = extractor._with_elf_file(get_header)
            assert result is True

    def test_with_elf_file_error_handling(self, temp_text_file, mock_logger):
        """Test _with_elf_file handles errors gracefully."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            # Define an operation that would fail
            def get_header(elf):
                return elf.header

            result = extractor._with_elf_file(get_header)
            # Should return None on error
            assert result is None


class TestELFExtractorTag:
    """Tests for tag method in ELF extractors."""

    def test_elf_features_tag(self, elf_binary_path, mock_logger):
        """Test that ELFFeaturesExtractor returns correct tag."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = ELFFeaturesExtractor(elf_binary_path, mock_logger)
            tag = extractor.tag()
            # Should return the tag string
            assert isinstance(tag, str)
            assert "elf" in tag.lower() or "features" in tag.lower()


class TestELFExtractorClickHouseTable:
    """Tests for get_clickhouse_table method in ELF extractors."""

    def test_elf_features_clickhouse_table(self, elf_binary_path, mock_logger):
        """Test that ELFFeaturesExtractor returns correct ClickHouse table name."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = ELFFeaturesExtractor(elf_binary_path, mock_logger)
            assert extractor.get_clickhouse_table() == "redb_elf_features"


class TestELFExtractorExtract:
    """Tests for extract method in ELF extractors."""

    def test_elf_features_extract(self, elf_binary_path, mock_logger):
        """Test ELFFeaturesExtractor.extract() returns valid data."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor
        from redb.models.dataclasses import ELFFeatures

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

            result = extractor.extract()
            assert result is not None
            assert isinstance(result, ELFFeatures)

            # Check some expected fields
            assert isinstance(result.ei_class, int)
            assert isinstance(result.ei_data, int)
            assert isinstance(result.e_entry, int)
            assert isinstance(result.number_of_sections, int)
            assert isinstance(result.number_of_segments, int)

    def test_elf_features_extract_invalid_file(self, pe_binary_path, mock_logger):
        """Test ELFFeaturesExtractor.extract() handles invalid ELF."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            result = extractor.extract()
            # Should return None for invalid ELF
            assert result is None


class TestELFExtractorPrepareExportData:
    """Tests for prepare_export_data method in ELF extractors."""

    def test_elf_features_prepare_export_elasticsearch(self, elf_binary_path, mock_logger):
        """Test prepare_export_data for Elasticsearch."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            # First extract
            extractor.extract()
            result = extractor.prepare_export_data("ElasticsearchExporter")
            # Should return the elf_features dataclass
            assert result is extractor.elf_features

    def test_elf_features_prepare_export_clickhouse(self, elf_binary_path, mock_logger):
        """Test prepare_export_data for ClickHouse."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

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

            # First extract
            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 isinstance(column_names, list)
            assert isinstance(column_type_names, list)
            # Column names and types should match in length
            assert len(column_names) == len(column_type_names)


class TestELFExtractorAdvanced:
    """Advanced tests for ELF extraction using hello_advanced binary."""

    def test_elf_advanced_features(self, elf_advanced_binary_path, mock_logger):
        """Test ELFFeaturesExtractor with more complex ELF binary."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = ELFFeaturesExtractor(elf_advanced_binary_path, mock_logger)

            result = extractor.extract()
            assert result is not None

            # Check that we can extract meaningful data
            assert result.number_of_sections > 0
            assert result.number_of_segments > 0

    def test_elf_advanced_architecture(self, elf_advanced_binary_path, mock_logger):
        """Test architecture detection for advanced ELF binary."""
        from redb.extractors.elf_extractors.elf_features import ELFFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = ELFFeaturesExtractor(elf_advanced_binary_path, mock_logger)

            arch = extractor._get_architecture()
            # Should detect a valid architecture
            assert arch != "unknown"
            assert arch != ""