Hanlin Goh

48 papers A* 8A 1B 7Misc 1Journal 23Unranked 7
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Melika Ayoughi, Samira Abnar, Chen Huang, Christopher Michael Sandino, Sayeri Lala, Eeshan Gunesh Dhekane, Dan Busbridge, Shuangfei Zhai, Vimal Thilak, Joshua M. Susskind, Pascal Mettes, Paul Groth, Hanlin Goh
2025 J jnl
CoRR
Christopher M. Sandino, Sayeri Lala, Geeling Chau, Melika Ayoughi, Behrooz Mahasseni, Ellen L. Zippi, Ali Moin, Erdrin Azemi, Hanlin Goh
2024 J jnl
CoRR
Sayeri Lala, Hanlin Goh, Christopher M. Sandino
2024 A* conf
ICLR
Vimal Thilak, Chen Huang, Omid Saremi, Laurent Dinh, Hanlin Goh, Preetum Nakkiran, Joshua M. Susskind, Etai Littwin
2024 A* conf
ICLR
Yuhang Zang, Hanlin Goh, Joshua M. Susskind, Chen Huang
2024 J jnl
CoRR
Yuhang Zang, Hanlin Goh, Josh M. Susskind, Chen Huang
2023 J jnl
CoRR
Ran Liu, Ellen L. Zippi, Hadi Pouransari, Christopher M. Sandino, Jingping Nie, Hanlin Goh, Erdrin Azemi, Ali Moin
2023 J jnl
CoRR
Vimal Thilak, Chen Huang, Omid Saremi, Laurent Dinh, Hanlin Goh, Preetum Nakkiran, Joshua M. Susskind, Etai Littwin
2023 A* conf
ICLR
Chen Huang, Hanlin Goh, Jiatao Gu, Joshua M. Susskind
2023 J jnl
CoRR
Chen Huang, Hanlin Goh, Jiatao Gu, Josh M. Susskind
2022 A* conf
NeurIPS
Miguel Ángel Bautista, Pengsheng Guo, Samira Abnar, Walter Talbott, Alexander Toshev, Zhuoyuan Chen, Laurent Dinh, Shuangfei Zhai, Hanlin Goh, Daniel Ulbricht, Afshin Dehghan, Joshua M. Susskind
2022 J jnl
CoRR
Miguel Ángel Bautista, Pengsheng Guo, Samira Abnar, Walter Talbott, Alexander Toshev, Zhuoyuan Chen, Laurent Dinh, Shuangfei Zhai, Hanlin Goh, Daniel Ulbricht, Afshin Dehghan, Josh M. Susskind
2022 J jnl
CoRR
Hsiang-Yun Sherry Chien, Hanlin Goh, Christopher M. Sandino, Joseph Y. Cheng
2022 A* conf
ICML
Shuangfei Zhai, Navdeep Jaitly, Jason Ramapuram, Dan Busbridge, Tatiana Likhomanenko, Joseph Y. Cheng, Walter Talbott, Chen Huang, Hanlin Goh, Joshua M. Susskind
2022 J jnl
CoRR
Shuangfei Zhai, Navdeep Jaitly, Jason Ramapuram, Dan Busbridge, Tatiana Likhomanenko, Joseph Yitan Cheng, Walter Talbott, Chen Huang, Hanlin Goh, Joshua M. Susskind
2022 J jnl
CoRR
Yao-Hung Hubert Tsai, Hanlin Goh, Ali Farhadi, Jian Zhang
2021 J jnl
CoRR
Shuangfei Zhai, Walter Talbott, Nitish Srivastava, Chen Huang, Hanlin Goh, Ruixiang Zhang, Josh M. Susskind
2021 J jnl
CoRR
Etai Littwin, Omid Saremi, Shuangfei Zhai, Vimal Thilak, Hanlin Goh, Joshua M. Susskind, Greg Yang
2021 A* conf
ICML
Yue Wu, Shuangfei Zhai, Nitish Srivastava, Joshua M. Susskind, Jian Zhang, Ruslan Salakhutdinov, Hanlin Goh
2021 J jnl
CoRR
Yue Wu, Shuangfei Zhai, Nitish Srivastava, Joshua M. Susskind, Jian Zhang, Ruslan Salakhutdinov, Hanlin Goh
2020 A* conf
ICLR
Yao-Hung Hubert Tsai, Nitish Srivastava, Hanlin Goh, Ruslan Salakhutdinov
2020 J jnl
CoRR
Yao-Hung Hubert Tsai, Nitish Srivastava, Hanlin Goh, Ruslan Salakhutdinov
2020 J jnl
CoRR
Joseph Y. Cheng, Hanlin Goh, Kaan Dogrusoz, Oncel Tuzel, Erdrin Azemi
2019 J jnl
CoRR
Nitish Srivastava, Hanlin Goh, Ruslan Salakhutdinov
2017 B conf
ICMR
Jie Lin, Olivier Morère, Antoine Veillard, Ling-Yu Duan, Hanlin Goh, Vijay Chandrasekhar
2016 J jnl
Signal Process.
Vijay Chandrasekhar, Jie Lin, Olivier Morère, Hanlin Goh, Antoine Veillard
2015 J jnl
CoRR
Vijay Chandrasekhar, Jie Lin, Olivier Morère, Hanlin Goh, Antoine Veillard
2015 J jnl
CoRR
Olivier Morère, Hanlin Goh, Antoine Veillard, Vijay Chandrasekhar, Jie Lin
2015 B conf
ICIP
Olivier Morère, Hanlin Goh, Antoine Veillard, Vijay Chandrasekhar, Jie Lin
2015 B conf
DCC
Vijay Chandrasekhar, Jie Lin, Olivier Morère, Antoine Veillard, Hanlin Goh
2015 J jnl
CoRR
Jie Lin, Olivier Morère, Vijay Chandrasekhar, Antoine Veillard, Hanlin Goh
2014 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Hanlin Goh, Nicolas Thome, Matthieu Cord, Joo-Hwee Lim
2014 conf
CVPR Workshops
Cheston Tan, Hanlin Goh, Vijay Chandrasekhar, Liyuan Li, Joo-Hwee Lim
2013
Hanlin Goh
2013 conf
NIPS
Hanlin Goh, Nicolas Thome, Matthieu Cord, Joo-Hwee Lim
2012 conf
ECCV (5)
Hanlin Goh, Nicolas Thome, Matthieu Cord, Joo-Hwee Lim
2011 B conf
ICIP
Hanlin Goh, Lukasz Kusmierz, Joo-Hwee Lim, Nicolas Thome, Matthieu Cord
2009 J jnl
IEEE Trans. Neural Networks
Hanlin Goh, Joo-Hwee Lim, Chai Quek
2009 conf
CLEF (Working Notes)
Jiquan Ngiam, Hanlin Goh
2009 conf
CLEF (2)
Jiquan Ngiam, Hanlin Goh
2009 conf
IEEE ICCI
Hanlin Goh, Joo Hwe Lim, Chai Quek
2008 B conf
MMM
Joo-Hwee Lim, Jean-Pierre Chevallet, Diem Thi Hoang Le, Hanlin Goh
2008 conf
CVPR Workshops
Tat-Jun Chin, Hanlin Goh, Joo-Hwee Lim
2008 A conf
ICME
Yiqun Li, Joo-Hwee Lim, Hanlin Goh
2008 B conf
ICPR
Tat-Jun Chin, Hanlin Goh, Ngan Meng Tan
2008 B conf
IJCNN
Hanlin Goh, Joo-Hwee Lim, Chai Quek
2008 Misc conf
ICASSP
Tat-Jun Chin, Hanlin Goh, Joo-Hwee Lim
2007 A* conf
ACM Multimedia
Hanlin Goh, Yiqun Li, Joo-Hwee Lim
tests/unit/test_apk_dataclasses.py
← Index tests/unit/test_apk_dataclasses.py python
"""
Unit tests for APK dataclasses in redb/models/dataclasses.py.
"""
import pytest
from dataclasses import asdict, fields

pytestmark = [pytest.mark.unit, pytest.mark.dataclass, pytest.mark.apk]


# ============================================================================
# APKFeatures
# ============================================================================

class TestAPKFeaturesDataclass:
    """Tests for APKFeatures dataclass."""

    def test_named_fields(self):
        from redb.models.dataclasses import APKFeatures

        f = APKFeatures(
            package_name="com.example.app",
            app_name="Example App",
            version_code=1,
            version_name="1.0.0",
        )
        assert f.package_name == "com.example.app"
        assert f.app_name == "Example App"
        assert f.version_code == 1
        assert f.version_name == "1.0.0"

    def test_all_fields_default_none_or_safe(self):
        from redb.models.dataclasses import APKFeatures

        f = APKFeatures()
        # Nullable fields default to None
        assert f.package_name is None
        assert f.app_name is None
        assert f.version_code is None
        assert f.version_name is None
        assert f.min_sdk_version is None
        assert f.target_sdk_version is None
        assert f.compile_sdk_version is None
        assert f.main_activity is None
        # Non-nullable fields have safe defaults
        assert f.is_debuggable is False
        assert f.allow_backup is True
        assert f.uses_cleartext_traffic is False
        assert f.supported_abis == []
        assert f.dex_count == 0
        assert f.total_dex_size == 0
        assert f.total_file_count == 0
        assert f.has_native_code is False
        assert f.has_assets is False
        assert f.uses_libraries == []
        assert f.earliest_content_modification is None
        assert f.latest_content_modification is None
        assert f.contains_embedded_apk is False

    def test_all_fields_populated(self):
        from redb.models.dataclasses import APKFeatures

        f = APKFeatures(
            package_name="com.malware.test",
            app_name="Malware",
            version_code=42,
            version_name="6.6.6",
            min_sdk_version=21,
            target_sdk_version=33,
            compile_sdk_version=33,
            main_activity="com.malware.test.MainActivity",
            is_debuggable=True,
            allow_backup=False,
            uses_cleartext_traffic=True,
            supported_abis=["armeabi-v7a", "arm64-v8a", "x86"],
            dex_count=3,
            total_dex_size=5000000,
            total_file_count=200,
            has_native_code=True,
            has_assets=True,
            uses_libraries=["com.google.android.maps"],
            earliest_content_modification="2024-01-01T00:00:00Z",
            latest_content_modification="2024-06-15T12:00:00Z",
            contains_embedded_apk=True,
        )
        assert f.is_debuggable is True
        assert f.dex_count == 3
        assert len(f.supported_abis) == 3
        assert f.contains_embedded_apk is True

    def test_asdict_roundtrip(self):
        from redb.models.dataclasses import APKFeatures

        f = APKFeatures(
            package_name="com.test",
            app_name="Test",
            version_code=1,
            version_name="1.0",
        )
        d = asdict(f)
        assert d["package_name"] == "com.test"
        assert d["is_debuggable"] is False
        assert d["supported_abis"] == []

    def test_partial_extraction(self):
        """Verify that APKFeatures can be created with only some fields populated,
        simulating a partial extraction where some fields failed."""
        from redb.models.dataclasses import APKFeatures

        f = APKFeatures(
            package_name="com.example.app",
            # app_name failed to extract — left as None
            version_code=10,
            # version_name failed to extract — left as None
            is_debuggable=True,
            dex_count=2,
        )
        assert f.package_name == "com.example.app"
        assert f.app_name is None
        assert f.version_code == 10
        assert f.version_name is None
        assert f.is_debuggable is True
        assert f.dex_count == 2


# ============================================================================
# APKManifestComponent
# ============================================================================

class TestAPKManifestComponentDataclass:

    def test_creation(self):
        from redb.models.dataclasses import APKManifestComponent

        c = APKManifestComponent(
            component_type="activity",
            class_name="com.example.MainActivity",
            is_exported=True,
            intent_actions=["android.intent.action.MAIN"],
            intent_categories=["android.intent.category.LAUNCHER"],
        )
        assert c.component_type == "activity"
        assert c.class_name == "com.example.MainActivity"
        assert c.is_exported is True
        assert len(c.intent_actions) == 1
        assert len(c.intent_categories) == 1

    def test_defaults(self):
        from redb.models.dataclasses import APKManifestComponent

        c = APKManifestComponent(
            component_type="service",
            class_name="com.example.MyService",
            is_exported=False,
        )
        assert c.intent_actions == []
        assert c.intent_categories == []


# ============================================================================
# APKManifest
# ============================================================================

class TestAPKManifestDataclass:

    def test_required_fields(self):
        from redb.models.dataclasses import APKManifest

        m = APKManifest(
            activity_count=5,
            service_count=2,
            receiver_count=3,
            provider_count=1,
        )
        assert m.activity_count == 5
        assert m.service_count == 2
        assert m.receiver_count == 3
        assert m.provider_count == 1

    def test_optional_list_defaults(self):
        from redb.models.dataclasses import APKManifest

        m = APKManifest(
            activity_count=0,
            service_count=0,
            receiver_count=0,
            provider_count=0,
        )
        assert m.activities == []
        assert m.services == []
        assert m.receivers == []
        assert m.providers == []
        assert m.exported_components == []
        assert m.intent_filters_by_action == []
        assert m.intent_filters_by_category == []
        assert m.uses_features == []
        assert m.meta_data is None
        assert m.manifest_xml is None

    def test_fully_populated(self):
        from redb.models.dataclasses import APKManifest

        m = APKManifest(
            activity_count=2,
            service_count=1,
            receiver_count=1,
            provider_count=0,
            activities=["MainActivity", "SettingsActivity"],
            services=["SyncService"],
            receivers=["BootReceiver"],
            providers=[],
            exported_components=["MainActivity", "BootReceiver"],
            intent_filters_by_action=["android.intent.action.MAIN"],
            uses_features=["android.hardware.camera"],
            manifest_xml="<manifest>...</manifest>",
        )
        assert len(m.activities) == 2
        assert len(m.exported_components) == 2
        assert m.manifest_xml is not None


# ============================================================================
# APKPermission / APKPermissions
# ============================================================================

class TestAPKPermissionDataclass:

    def test_creation(self):
        from redb.models.dataclasses import APKPermission

        p = APKPermission(
            permission_name="android.permission.CAMERA",
            protection_level="dangerous",
        )
        assert p.permission_name == "android.permission.CAMERA"
        assert p.protection_level == "dangerous"
        assert p.is_custom is False

    def test_custom_permission(self):
        from redb.models.dataclasses import APKPermission

        p = APKPermission(
            permission_name="com.example.CUSTOM_PERM",
            protection_level="signature",
            is_custom=True,
        )
        assert p.is_custom is True


class TestAPKPermissionsDataclass:

    def test_required_fields(self):
        from redb.models.dataclasses import APKPermissions

        p = APKPermissions(
            total_permission_count=10,
            dangerous_permission_count=3,
        )
        assert p.total_permission_count == 10
        assert p.dangerous_permission_count == 3

    def test_defaults(self):
        from redb.models.dataclasses import APKPermissions

        p = APKPermissions(
            total_permission_count=0,
            dangerous_permission_count=0,
        )
        assert p.permissions == []
        assert p.dangerous_permissions == []
        assert p.custom_permissions == []
        assert p.permission_details == []
        assert p.permhash is None

    def test_with_permission_details(self):
        from redb.models.dataclasses import APKPermission, APKPermissions

        details = [
            APKPermission("android.permission.INTERNET", "normal"),
            APKPermission("android.permission.CAMERA", "dangerous"),
        ]
        p = APKPermissions(
            total_permission_count=2,
            dangerous_permission_count=1,
            permissions=["android.permission.INTERNET", "android.permission.CAMERA"],
            dangerous_permissions=["android.permission.CAMERA"],
            permission_details=details,
            permhash="abc123def456",
        )
        assert len(p.permission_details) == 2
        assert p.permhash == "abc123def456"


# ============================================================================
# APKCertificate / APKCodeSigningInfo
# ============================================================================

class TestAPKCertificateDataclass:

    def test_required_fields(self):
        from redb.models.dataclasses import APKCertificate

        c = APKCertificate(
            subject="CN=Android Debug",
            issuer="CN=Android Debug",
            serial_number="1234567890",
            valid_from="2024-01-01",
            valid_to="2054-01-01",
            thumbprint_sha1="aabbccdd" * 5,
            thumbprint_sha256="aabbccdd" * 8,
        )
        assert c.subject == "CN=Android Debug"
        assert c.issuer == "CN=Android Debug"
        assert c.is_self_signed is False

    def test_optional_fields(self):
        from redb.models.dataclasses import APKCertificate

        c = APKCertificate(
            subject="CN=Test",
            issuer="CN=CA",
            serial_number="1",
            valid_from="2024-01-01",
            valid_to="2025-01-01",
            thumbprint_sha1="aa" * 20,
            thumbprint_sha256="bb" * 32,
            algorithm="SHA256withRSA",
            key_size=2048,
            is_self_signed=True,
        )
        assert c.algorithm == "SHA256withRSA"
        assert c.key_size == 2048
        assert c.is_self_signed is True


class TestAPKCodeSigningInfoDataclass:

    def test_required_fields(self):
        from redb.models.dataclasses import APKCodeSigningInfo

        info = APKCodeSigningInfo(
            _id="abcdef1234567890" * 4,
            is_signed=True,
        )
        assert info.is_signed is True
        assert info.signature_scheme_versions == []
        assert info.number_of_certificates == 0
        assert info.x509_certificates is None
        assert info.apk_signer_subject is None
        assert info.apk_signer_issuer is None

    def test_fully_populated(self):
        from redb.models.dataclasses import APKCertificate, APKCodeSigningInfo

        cert = APKCertificate(
            subject="CN=Test",
            issuer="CN=Test",
            serial_number="1",
            valid_from="2024-01-01",
            valid_to="2025-01-01",
            thumbprint_sha1="aa" * 20,
            thumbprint_sha256="bb" * 32,
        )
        info = APKCodeSigningInfo(
            _id="cc" * 32,
            is_signed=True,
            signature_scheme_versions=[1, 2, 3],
            number_of_certificates=1,
            x509_certificates=[cert],
            apk_signer_subject="CN=Test",
            apk_signer_issuer="CN=Test",
        )
        assert len(info.signature_scheme_versions) == 3
        assert info.number_of_certificates == 1
        assert len(info.x509_certificates) == 1


# ============================================================================
# APKDexFile
# ============================================================================

class TestAPKDexFileDataclass:

    def test_required_fields(self):
        from redb.models.dataclasses import APKDexFile

        d = APKDexFile(
            filename="classes.dex",
            sha256="aa" * 32,
            class_count=100,
            method_count=500,
            string_count=1000,
        )
        assert d.filename == "classes.dex"
        assert d.class_count == 100
        assert d.method_count == 500
        assert d.string_count == 1000

    def test_optional_fields_defaults(self):
        from redb.models.dataclasses import APKDexFile

        d = APKDexFile(
            filename="classes2.dex",
            sha256="bb" * 32,
            class_count=0,
            method_count=0,
            string_count=0,
        )
        assert d.tlsh is None
        assert d.top_packages is None
        assert d.api_usage is None
        assert d.obfuscation_indicators is None

    def test_tlsh_populated(self):
        from redb.models.dataclasses import APKDexFile

        tlsh_value = "T1" + "A" * 68
        d = APKDexFile(
            filename="classes.dex",
            sha256="aa" * 32,
            class_count=100,
            method_count=500,
            string_count=1000,
            tlsh=tlsh_value,
        )
        assert d.tlsh == tlsh_value

    def test_with_api_usage(self):
        from redb.models.dataclasses import APKDexFile

        d = APKDexFile(
            filename="classes.dex",
            sha256="cc" * 32,
            class_count=50,
            method_count=200,
            string_count=300,
            top_packages=[{"name": "com.example", "class_count": 30}],
            api_usage={
                "crypto": ["Ljavax/crypto/Cipher;->getInstance"],
                "reflection": ["Ljava/lang/Class;->forName"],
            },
            obfuscation_indicators={"short_class_names_ratio": 0.8, "single_char_methods_ratio": 0.5},
        )
        assert len(d.api_usage) == 2
        assert d.obfuscation_indicators["short_class_names_ratio"] == 0.8


# ============================================================================
# APKResource
# ============================================================================

class TestAPKResourceDataclass:

    def test_creation(self):
        from redb.models.dataclasses import APKResource

        r = APKResource(
            path="res/drawable/icon.png",
            size=1024,
            sha256="dd" * 32,
            filetype_magika="png",
        )
        assert r.path == "res/drawable/icon.png"
        assert r.size == 1024
        assert r.is_suspicious is False

    def test_suspicious_resource(self):
        from redb.models.dataclasses import APKResource

        r = APKResource(
            path="assets/payload.dex",
            size=50000,
            sha256="ee" * 32,
            filetype_magika="dex",
            is_suspicious=True,
        )
        assert r.is_suspicious is True


# ============================================================================
# APKNativeLib
# ============================================================================

class TestAPKNativeLibDataclass:

    def test_creation(self):
        from redb.models.dataclasses import APKNativeLib

        lib = APKNativeLib(
            abi="arm64-v8a",
            filename="libnative.so",
            size=200000,
            sha256="ff" * 32,
        )
        assert lib.abi == "arm64-v8a"
        assert lib.filename == "libnative.so"
        assert lib.is_known_packer is False

    def test_known_packer(self):
        from redb.models.dataclasses import APKNativeLib

        lib = APKNativeLib(
            abi="armeabi-v7a",
            filename="libjiagu.so",
            size=100000,
            sha256="aa" * 32,
            is_known_packer=True,
        )
        assert lib.is_known_packer is True


# ============================================================================
# APKInconsistencyTests
# ============================================================================

class TestAPKInconsistencyTestsDataclass:

    def test_all_defaults_none(self):
        from redb.models.dataclasses import APKInconsistencyTests

        t = APKInconsistencyTests()
        assert t.test_zip_bomb is None
        assert t.test_zip_duplicate_entries is None
        assert t.test_zip_path_traversal is None
        assert t.test_zip_suspicious_timestamps is None
        assert t.test_hidden_dex_files is None
        assert t.test_manifest_component_mismatch is None
        assert t.test_debuggable_release is None
        assert t.test_emulator_detection_strings is None
        assert t.test_debugger_detection is None
        assert t.test_root_detection is None

    def test_all_fields_populated(self):
        from redb.models.dataclasses import APKInconsistencyTests

        t = APKInconsistencyTests(
            test_zip_bomb=True,
            test_zip_duplicate_entries=False,
            test_zip_path_traversal=True,
            test_zip_suspicious_timestamps=False,
            test_hidden_dex_files=True,
            test_manifest_component_mismatch=False,
            test_debuggable_release=True,
            test_emulator_detection_strings=True,
            test_debugger_detection=False,
            test_root_detection=True,
        )
        assert t.test_zip_bomb is True
        assert t.test_debuggable_release is True
        # Count true values
        d = asdict(t)
        true_count = sum(1 for v in d.values() if v is True)
        assert true_count == 6

    def test_field_count(self):
        from redb.models.dataclasses import APKInconsistencyTests

        # Exactly 10 inconsistency tests per PDD specification
        assert len(fields(APKInconsistencyTests)) == 10


# ============================================================================
# Hashes dataclass — APK permhash field
# ============================================================================

class TestHashesAPKField:

    def test_permhash_default_none(self):
        from redb.models.dataclasses import Hashes

        h = Hashes(md5="a", sha1="b", sha256="c", ssdeep_hash="d", tlsh_hash="e")
        assert h.permhash is None

    def test_permhash_populated(self):
        from redb.models.dataclasses import Hashes

        h = Hashes(
            md5="a", sha1="b", sha256="c", ssdeep_hash="d", tlsh_hash="e",
            permhash="abc123" * 10 + "abcd",
        )
        assert h.permhash is not None
        assert len(h.permhash) == 64


# ============================================================================
# Tag enum — APK entries
# ============================================================================

class TestAPKTagEnum:

    def test_all_apk_tags_exist(self):
        from redb.extractors.enum import Tag

        expected_tags = [
            "APK_FEATURES", "APK_MANIFEST", "APK_PERMISSIONS", "APK_SIGNATURE",
            "APK_DEX", "APK_RESOURCES", "APK_NATIVE_LIBS", "APK_INCONSISTENCY_TESTS",
        ]
        for name in expected_tags:
            assert hasattr(Tag, name), f"Tag.{name} missing"

    def test_apk_tag_values(self):
        from redb.extractors.enum import Tag

        assert Tag.APK_FEATURES.value == "apk_features"
        assert Tag.APK_MANIFEST.value == "apk_manifest"
        assert Tag.APK_PERMISSIONS.value == "apk_permissions"
        assert Tag.APK_SIGNATURE.value == "apk_signature"
        assert Tag.APK_DEX.value == "apk_dex"
        assert Tag.APK_RESOURCES.value == "apk_resources"
        assert Tag.APK_NATIVE_LIBS.value == "apk_native_libs"
        assert Tag.APK_INCONSISTENCY_TESTS.value == "apk_inconsistency_tests"