Xianyong Zhang

94 papers B 1Misc 2Journal 82Unranked 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
Int. J. Circuit Theory Appl.
Kejiang Liu, Zejia Lin, Xianyong Zhang, Shili Lin, Li Li
2026 J jnl
Appl. Soft Comput.
Yu Xie, Jilin Yang, Jian Wang, Xianyong Zhang
2026 J jnl
Eng. Appl. Artif. Intell.
Youlei Meng, Jilin Yang, Jian Wang, Yanling Min, Xianyong Zhang
2026 J jnl
Comput. Appl. Math.
Huarong Feng, Xianyong Zhang, Mengdi Liu, Zhiwen Mo
2026 J jnl
Appl. Soft Comput.
Benwei Chen, Xianyong Zhang, Xia Liu, Zhiying Lv
2026 J jnl
Int. J. Mach. Learn. Cybern.
Shanshan Wen, Xianyong Zhang, Jilin Yang, Xiaoling Yang
2026 J jnl
IEEE Trans. Fuzzy Syst.
Xianyong Zhang, Qian Wang, Duoqian Miao
2026 J jnl
Expert Syst. Appl.
Xin Xie, Fang Liu, Xianyong Zhang, Guanyu Qin
2026 J jnl
Eng. Appl. Artif. Intell.
Huarong Feng, Xianyong Zhang, Mengdi Liu, Zhiwen Mo
2025 J jnl
Eng. Appl. Artif. Intell.
Yu Xie, Jilin Yang, Youlei Meng, Xianyong Zhang
2025 J jnl
Expert Syst. Appl.
Xia Liu, Xianyong Zhang, Benwei Chen, Hongyuan Gou, Mawia Osman
2025 J jnl
Int. J. Approx. Reason.
Yu Xie, Jilin Yang, Yiyu Luo, Xianyong Zhang, Junfang Luo
2025 J jnl
Int. J. Mach. Learn. Cybern.
Xia Liu, Xianyong Zhang, Benwei Chen
2025 J jnl
Appl. Intell.
Qian Wang, Xianyong Zhang, Zhiying Lv, Zhiwen Mo
2025 J jnl
Cogn. Comput.
Xin Xie, Xianyong Zhang, Zhiying Lv, Jiang Chen
2025 J jnl
Appl. Intell.
Yixiao Yuan, Xianyong Zhang, Qian Wang, Zhiwen Mo
2025 J jnl
IEEE Trans. Ind. Informatics
Hao Cheng, Jiaxiang Luo, Xianyong Zhang
2025 J jnl
IEEE Trans. Knowl. Data Eng.
Xin Xie, Xianyong Zhang, Xiaoling Yang, Jilin Yang
2025 J jnl
Cogn. Comput.
Shan Gao, Xianyong Zhang, Zhiwen Mo
2025 J jnl
Inf. Sci.
Xianyong Zhang, Qian Wang
2025 J jnl
Eng. Appl. Artif. Intell.
Jiang Chen, Xianyong Zhang, Xiao Tang, Xiaoling Yang, Zhiying Lv
2025 J jnl
Int. J. Mach. Learn. Cybern.
Lingyu Tang, Xianyong Zhang, Jun Wang, Yanhong Zhou, Zhixi Zhang
2025 J jnl
Inf. Sci.
Xianyong Zhang, Jiang Chen
2025 J jnl
Appl. Intell.
Jiang Chen, Xianyong Zhang
2024 conf
IJCRS (2)
Yuqi Kang, Huarong Feng, Xianyong Zhang, Jilin Yang, Qian Liang
2024 J jnl
J. Intell. Fuzzy Syst.
Hong Sun, Xianyong Zhang
2024 J jnl
Inf. Sci.
Jiefang Jiang, Xianyong Zhang
2024 J jnl
Expert Syst. Appl.
Jiefang Jiang, Xianyong Zhang, Zhong Yuan
2024 J jnl
Appl. Intell.
Qian Wang, Xianyong Zhang
2024 J jnl
Pattern Recognit.
Jiang Chen, Xianyong Zhang, Zhong Yuan
2024 J jnl
Int. J. Circuit Theory Appl.
Shili Lin, Cheng Chen, Gaoju Liang, Xianyong Zhang, Sheng Li
2024 conf
IJCRS (1)
Bin Xiao, Xin Xie, Xianyong Zhang, Xiaoling Yang, Yixiao Yuan
2024 J jnl
Pattern Recognit.
Jiefang Jiang, Xianyong Zhang, Zhong Yuan
2024 J jnl
IEEE Trans. Knowl. Data Eng.
Xianyong Zhang, Zhong Yuan, Duoqian Miao
2024 J jnl
Int. J. Fuzzy Syst.
Mengdi Liu, Xianyong Zhang, Zhiwen Mo
2024 J jnl
IEEE Trans. Fuzzy Syst.
Xianyong Zhang, Benwei Chen, Duoqian Miao
2024 J jnl
Int. J. Approx. Reason.
Xin Xie, Xianyong Zhang
2024 J jnl
Inf. Sci.
Benwei Chen, Xianyong Zhang, Zhiying Lv
2024 J jnl
Appl. Intell.
Lianhui Luo, Jilin Yang, Xianyong Zhang, Junfang Luo
2024 conf
IJCRS (2)
Zhongling Bai, Jiang Chen, Xianyong Zhang
2024 J jnl
Inf. Sci.
Benwei Chen, Xianyong Zhang, Zhong Yuan
2023 J jnl
Int. J. Fuzzy Syst.
Mengdi Liu, Xianyong Zhang, Zhiwen Mo
2023 J jnl
IEEE Trans. Ind. Informatics
Na Wang, Ying Chen, Xianyong Zhang, Xuhong Zhang, Raymond Chiong
2023 J jnl
Eng. Appl. Artif. Intell.
Benwei Chen, Xianyong Zhang, Jilin Yang
2023 J jnl
Int. J. Mach. Learn. Cybern.
Xiaoxue Wang, Xianyong Zhang
2023 J jnl
Int. J. Mach. Learn. Cybern.
Runkang Li, Jilin Yang, Xianyong Zhang
2023 J jnl
Appl. Soft Comput.
Hongyuan Gou, Xianyong Zhang, Jilin Yang, Zhiying Lv
2023 J jnl
Artif. Intell. Rev.
Jiefang Jiang, Xianyong Zhang, Jilin Yang
2022 J jnl
Int. J. Mach. Learn. Cybern.
Jilin Yang, Yiyu Yao, Xianyong Zhang
2022 conf
IJCRS
Qian Wang, Xiaoxue Wang, Xianyong Zhang
2022 J jnl
Cogn. Comput.
Jilin Yang, Xianyong Zhang, Keyun Qin
2022 J jnl
Eng. Appl. Artif. Intell.
Jiefang Jiang, Xianyong Zhang, Jilin Yang
2022 J jnl
Inf. Sci.
Hongyuan Gou, Xianyong Zhang
2022 J jnl
Int. J. Fuzzy Syst.
Shan Gao, Xianyong Zhang
2022 J jnl
Inf. Sci.
Xianyong Zhang, Jiefang Jiang
2022 J jnl
IEEE Trans. Syst. Man Cybern. Syst.
Zhong Yuan, Hongmei Chen, Tianrui Li, Xianyong Zhang, Binbin Sang
2022 J jnl
Knowl. Based Syst.
Xianyong Zhang, Hongyuan Gou
2022 J jnl
Inf. Sci.
Xianyong Zhang, Jiang Chen
2022 J jnl
Int. J. Mach. Learn. Cybern.
Xianyong Zhang, Yanhong Zhou, Xiao Tang, Yunrui Fan
2022 J jnl
Expert Syst. Appl.
Xianyong Zhang, Yiyu Yao
2021 J jnl
Inf. Sci.
Xianyong Zhang, Hong Yao, Zhiying Lv, Duoqian Miao
2021 J jnl
Cogn. Comput.
Xianyong Zhang, Yunrui Fan, Shuai Chen, Lingyu Tang, Zhiying Lv
2021 J jnl
J. Intell. Fuzzy Syst.
Hongyuan Gou, Xianyong Zhang
2021 J jnl
Knowl. Based Syst.
Xianyong Zhang, Hongyuan Gou, Zhiying Lv, Duoqian Miao
2021 J jnl
Pattern Recognit. Lett.
Xianyong Zhang, Yunrui Fan, Jilin Yang
2021 Misc conf
ISKE
Xianyong Zhang, Xiaoxue Wang, Zhiwen Mo, Qian Wang, Xiao Tang
2021 J jnl
Int. J. Mach. Learn. Cybern.
Shengjun Liao, Xianyong Zhang, Zhiwen Mo
2020 J jnl
Int. J. Gen. Syst.
Lingyu Tang, Xianyong Zhang, Zhiwen Mo
2020 J jnl
Int. J. Approx. Reason.
Xianyong Zhang, Xiao Tang, Jilin Yang, Zhiying Lv
2020 J jnl
Inf. Sci.
Xianyong Zhang, Jilin Yang, Lingyu Tang
2019 B conf
CEC
Chia-Ling Huang, Chen-Wei Jao, Xianyong Zhang, Wei-Chang Yeh, Vera Yuk Ying Chung, Jinhai Wang, Jun Yang, Yun-Zhi Jiang
2019 J jnl
IEEE Access
Xianyong Zhang, Yaohong Huang, Li Li, Yingjie Wang, Wenyong Duan
2019 J jnl
Entropy
Taopin Mu, Xianyong Zhang, Zhiwen Mo
2019 J jnl
IEEE Access
Xianyong Zhang, Wenwu Hu, Jianlan Zhou, Qingjun Zuo, Ruilin Wu, Zhixin Tang
2019 Misc conf
ISKE
Lingyu Tang, Zhiwen Mo, Xianyong Zhang
2018 J jnl
Expert Syst. Appl.
Zhong Yuan, Xianyong Zhang, Shan Feng
2018 J jnl
计算机科学
Jilin Yang, Xianyong Zhang, Xiao Tang, Lin Feng
2017 J jnl
Inf. Sci.
Yiyu Yao, Xianyong Zhang
2017 conf
CSE/EUC (1)
Li Li, Xianyong Zhang, Zhongsheng Wang, Zhiyong Lin
2017 J jnl
J. Intell. Fuzzy Syst.
Minjing Peng, Xinglin Liu, Luo Ximing, Mingliang Zhu, Xianyong Zhang, Xiangming Deng, Mingfen Wu
2017 conf
SKG
Xiao Tang, Jilin Yang, Xianyong Zhang
2017 J jnl
Inf. Sci.
Xianyong Zhang, Duoqian Miao
2017 J jnl
Int. J. Approx. Reason.
Xianyong Zhang, Duoqian Miao
2016 J jnl
Knowl. Based Syst.
Xianyong Zhang, Duoqian Miao
2016 J jnl
Inf. Sci.
Xianyong Zhang, Duoqian Miao
2015 J jnl
Inf. Sci.
Xianyong Zhang, Duoqian Miao
2014 J jnl
Inf. Sci.
Xianyong Zhang, Duoqian Miao
2014 J jnl
Inf. Sci.
Xianyong Zhang, Duoqian Miao
2014 J jnl
Knowl. Based Syst.
Xianyong Zhang, Duoqian Miao
2014 conf
RSKT
Xianyong Zhang, Duoqian Miao
2013 J jnl
Int. J. Approx. Reason.
Xianyong Zhang, Duoqian Miao
2012 J jnl
Int. J. Approx. Reason.
Xianyong Zhang, Zhiwen Mo, Fang Xiong, Wei Cheng
2010 conf
WCNIS
Xianyong Zhang, Zhiwen Mo, Lan Shu, Fang Xiong
2008 conf
ACFIE
Xianyong Zhang, Zhiwen Mo, Fang Xiong
redb/models/dataclasses.py
← Index redb/models/dataclasses.py python
from dataclasses import dataclass, field
from typing import Literal, List, Dict, Optional


@dataclass
class Hash:
    md5: str
    sha1: str
    sha256: str


@dataclass
class Hashes:
    md5: str
    sha1: str
    sha256: str
    ssdeep_hash: str
    tlsh_hash: str
    authentihash: Optional[str] = None  # PE
    imphash: Optional[str] = None  # PE
    impfuzzy: Optional[str] = None  # PE TODO: implement
    typerefhash: Optional[str] = None  # DotNet
    richhash: Optional[str] = None  # PE
    richpe_hash: Optional[str] = None  # PE
    richpv_hash: Optional[str] = None  # PE
    richpv_hash_sorted: Optional[str] = None  # PE
    import_hash: Optional[str] = None  # ELF
    export_hash: Optional[str] = None  # ELF
    section_hash: Optional[str] = None  # ELF
    symbol_hash: Optional[str] = None  # ELF (symhash)
    dynamic_hash: Optional[str] = None  # ELF
    # Mach-O similarity hashes
    macho_dylib_hash: Optional[str] = None  # Mach-O: MD5 of sorted dylib names
    macho_import_hash: Optional[str] = None  # Mach-O: MD5 of sorted imported function names
    macho_export_hash: Optional[str] = None  # Mach-O: MD5 of sorted exported symbol names
    macho_entitlement_hash: Optional[str] = None  # Mach-O: MD5 of sorted entitlement names/values
    macho_symhash: Optional[str] = None  # Mach-O: MD5 of external undefined symbols
    # APK similarity hashes
    permhash: Optional[str] = None  # APK: SHA-256 of sorted permissions (Mandiant/Google)

@dataclass
class BasicProperties:
    filename: str
    sample_name: str
    filesize: int
    filetype: str
    filetype_mime: str
    filetype_magika: str
    file_entropy: float
    is_packed: Optional[bool] = None
    is_fat: Optional[bool] = None  # True for FAT Mach-O containers only
    child_sha256: Optional[List[str]] = None  # SHA256 hashes of children (FAT slices, zip contents)
    child_architecture: Optional[List[str]] = None  # Architecture names for FAT Mach-O slices
    child_filetype: Optional[List[str]] = None  # Magika filetypes for children (useful for zip archives)
    first_seen: Optional[str] = None  # From catalog_samples, None for local files


@dataclass
class DIEinfo:
    die_full_dump: str  # TODO: fix the ES schema type to have the full object
    die_info: dict = field(default_factory=dict)


@dataclass
class CAPA:
    capa_dump: str
    capabilities: list
    namespaces: list
    attack_dump: str
    tactics: list
    techniques: list
    techniques_id: list
    mbc_dump: str
    mbc_objectives: list
    mbc_behaviors: list
    mbc_behaviors_id: list


@dataclass
class Malcontent:
    """Malcontent analysis results from chainguard-dev/malcontent tool."""
    malcontent_dump: str  # JSON dump of analysis results (unwrapped from Files)
    version: str  # Malcontent tool version
    risk_score: int  # Overall risk score (0-4)
    risk_level: str  # Risk level: LOW, MEDIUM, HIGH, CRITICAL


# @dataclass
# class Strings:
#     # strings_total_unique: int
#     # strings_stored_unique: int
#     # strings: list = field(default_factory=list)
#     # # strings_ranked: list = field(default_factory=list)
#     strings: dict[str, String]

@dataclass
class String:
    string: str # this is basically the key
    string_length: int
    string_entropy: float
    string_frequency: int
    md5: list[str] = field(default_factory=list)
    sha1: list[str] = field(default_factory=list)
    sha256: list[str] = field(default_factory=list)

@dataclass
class Decompiled:
    _id: str
    decompiled_function_name: str
    decompiled_function_address: str
    decompiled_function: str


@dataclass
class PE:
    dos_header: str
    nt_header: str
    optional_header: str
    file_header: str
    magic: str  # pe.OPTIONAL_HEADER.Magic
    entry_point: str  # pe.OPTIONAL_HEADER.AddressOfEntryPoint
    major_linker_version: int  # pe.OPTIONAL_HEADER.MajorLinkerVersion
    minor_linker_version: int  # pe.OPTIONAL_HEADER.MinorLinkerVersion
    target_machine: str  # pe.FILE_HEADER.Machine
    architecture: str
    compilation_time: int
    compilation_time_utc: str
    is_dotnet: bool
    is_signed: bool
    has_overlay: bool
    number_of_sections: int
    number_of_imports: int
    number_of_exports: int
    number_of_resources: int
    type: Literal["DLL", "EXE", "DRIVER"]
    dbg_struct: Optional[str] = None
    dbg_timestamp: Optional[int] = None
    dbg_timestamp_utc: Optional[str] = None
    dbg_pdb_info: Optional[str] = None
    dbg_pdb_info_raw: Optional[str] = None
    tls_struct: Optional[str] = None
    export_timestamp: Optional[int] = None
    rich_header_dump: Optional[dict] = None
    rich_header_parsed: Optional[list] = None
    version_info: Optional[list] = None
    export_library_name: Optional[str] = None
    export_library_name_raw: Optional[str] = None
    export_symbols_list: Optional[list] = None
    tls_callbacks: Optional[list] = None


@dataclass
class PEDotNet:
    dotnet: dict = field(default_factory=dict)


@dataclass
class PEImport:
    pe_imports_total: int
    pe_import_libraryName: Optional[list] = None
    pe_import_functions: Optional[list] = None


@dataclass
class PESection:
    _id: str
    section_entropy: float
    section_sha256: str
    section_md5: str
    section_name: str
    section_name_b64: str
    section_pointer_to_raw_data: str
    section_size: int
    section_v_addr: str
    section_v_addr_hex: str
    section_v_size: int


# @dataclass
# class PESections:
#     sections_total: int
#     sections: list = field(default_factory=list)
#     section: Dict[str, PESection] = field(default_factory=dict)


@dataclass
class PEResource:
    _id: str
    resource_type: str
    resource_entropy: float
    resource_sha256: str
    resource_filetype: str
    resource_magika: str
    resource_language: str
    resource_sub_lang: str
    resource_rva: str
    resource_size: int


# @dataclass
# class PEResources:
#     resources_total: int
#     resources: list = field(default_factory=list)
#     resource: Dict[str, PEResource] = field(default_factory=dict)


@dataclass
class PEOverlay:
    _id: str
    overlay_size: int
    overlay_entropy: float
    overlay_offset: str
    overlay_mimetype: str
    overlay_type: str
    overlay_magika: str
    overlay_sha256: str
    overlay_sha1: str
    overlay_md5: str


@dataclass
class PESigner:
    signer_serial_number: str
    signer_subject: str
    signer_issuer: str
    signer_valid_from: str
    signer_valid_to: str
    signer_thumbprint: str  # sha1
    signer_algorithm: str


@dataclass
class PECertificate:
    certificate_serial_number: str
    certificate_subject: str
    certificate_issuer: str
    certificate_valid_from: str
    certificate_valid_to: str
    certificate_thumbprint: str  # sha1
    certificate_algorithm: str


@dataclass
class PECodeSigningInfo:
    _id: str
    signature_verified: bool
    number_of_certificates: int
    x509_certificates: Optional[list] = None
    signers: Optional[list] = None
    countersigners: Optional[list] = None
    date_signed: Optional[str] = None
    spcSpOpusInfo: Optional[dict] = None


@dataclass
class PEExtraFinding:
    context: str
    finding: Optional[Dict] = None


# @dataclass
# class PECodeSigning:
#     certificates: list = field(default_factory=list)
#     signer_info: list = field(default_factory=list)


@dataclass
class DotNetInconsistencyTests:
    test_dotnet_data_dir_hidden: Optional[bool]
    test_dotnet_fake_types: Optional[bool]
    test_dotnet_extra_data: Optional[bool]
    test_dotnet_invalid_type_ref: Optional[bool]
    test_dotnet_fake_datastreams: Optional[bool]
    test_dotnet_extra_module_table: Optional[bool]
    test_dotnet_extra_assembly_table: Optional[bool]
    test_dotnet_invalid_strings_stream: Optional[bool]
    test_dotnet_streams_mixed_case: Optional[bool]
    test_dotnet_method_def_invalid_table: Optional[bool]
    test_dotnet_max_len_exceeding_strings: Optional[bool]


@dataclass
class PEInconsistencyTests:
    test_rich_header_checksum: Optional[bool]
    test_rich_header_duplicate: Optional[bool]
    test_rich_header_linker: Optional[bool]
    test_rich_header_import_count: Optional[bool]


@dataclass
class YaraRule:
    """
    YARA rule metadata (stored in yara_rules table).

    Fields added during export: rule_id, source_collection, ingested_at, rule_text
    """
    rule_name: str
    rule_tags: List[str]
    rule_meta: Dict[str, str]


@dataclass
class YaraMatch:
    """
    YARA rule match (stored in yara_matches table).

    Fields added during export: sha256, rule_id, scan_date
    """
    rule_name: str
    match_strings: List[str]
# ============================================================================
# ELF Dataclasses
# ============================================================================

@dataclass
class ELFFeatures:
    """Main ELF header and binary properties."""
    # ELF Header data
    ei_class: int  # 1=32-bit, 2=64-bit
    ei_data: int  # 1=Little-endian, 2=Big-endian
    ei_version: int
    ei_osabi: int  # 0=SYSV, 1=HPUX, 2=NETBSD, 3=LINUX, 6=SOLARIS, 9=FREEBSD
    ei_abiversion: int
    e_type: int  # 0=NONE, 1=REL, 2=EXEC, 3=DYN, 4=CORE
    e_machine: int
    e_version: int
    e_entry: int
    e_flags: int
    # Human readable values
    ei_class_str: str
    ei_data_str: str
    ei_osabi_str: str
    e_type_str: str
    e_machine_str: str
    # Binary properties
    is_64bit: int
    is_stripped: int
    is_pie: int
    has_canary: int
    has_nx: int
    has_relro: int
    has_fortify: int
    # Counts
    number_of_segments: int
    number_of_sections: int
    number_of_symbols: int
    number_of_dynamic_symbols: int
    number_of_relocations: int
    number_of_dependencies: int
    # Build information
    gnu_hash_present: int
    has_debug_info: int
    build_id: Optional[str] = None


@dataclass
class ELFDependency:
    """ELF dynamic dependency (DT_NEEDED, DT_SONAME, DT_RPATH, DT_RUNPATH)."""
    dependency_name: str
    dependency_type: int  # 1=NEEDED, 14=SONAME, 15=RPATH, 29=RUNPATH
    dependency_type_str: str  # NEEDED, SONAME, RPATH, RUNPATH


@dataclass
class ELFImport:
    """ELF import information (libraries and functions)."""
    elf_imports_total: int
    elf_import_libraries: List[str] = field(default_factory=list)
    elf_import_functions: List[str] = field(default_factory=list)


@dataclass
class ELFExport:
    """ELF export information (exported functions)."""
    elf_exports_total: int
    elf_export_functions: List[str] = field(default_factory=list)


@dataclass
class ELFSection:
    """ELF section information."""
    section_name: str
    section_type: int  # 0=NULL, 1=PROGBITS, 2=SYMTAB, 3=STRTAB, 4=RELA, 5=HASH, 6=DYNAMIC, 7=NOTE, 8=NOBITS, 9=REL, 11=DYNSYM
    section_type_str: str
    section_flags: int
    section_flags_str: List[str]  # WRITE, ALLOC, EXECINSTR, MERGE, STRINGS, etc.
    section_addr: int
    section_offset: int
    section_size: int
    section_link: int
    section_info: int
    section_addralign: int
    section_entsize: int
    section_entropy: float
    section_sha256: str
    section_md5: str


@dataclass
class ELFSegment:
    """ELF segment (program header) information."""
    segment_type: int  # 0=NULL, 1=LOAD, 2=DYNAMIC, 3=INTERP, 4=NOTE, 5=SHLIB, 6=PHDR, 7=TLS
    segment_type_str: str
    segment_flags: int
    segment_flags_str: List[str]  # READ, WRITE, EXECUTE
    segment_offset: int
    segment_vaddr: int
    segment_paddr: int
    segment_filesz: int
    segment_memsz: int
    segment_align: int
    segment_entropy: float
    segment_sha256: str
    segment_md5: str


@dataclass
class ELFSymbol:
    """ELF symbol information."""
    symbol_name: str
    symbol_value: int
    symbol_size: int
    symbol_type: int  # 0=NOTYPE, 1=OBJECT, 2=FUNC, 3=SECTION, 4=FILE, 5=COMMON, 6=TLS
    symbol_type_str: str
    symbol_bind: int  # 0=LOCAL, 1=GLOBAL, 2=WEAK
    symbol_bind_str: str
    symbol_visibility: int  # 0=DEFAULT, 1=INTERNAL, 2=HIDDEN, 3=PROTECTED
    symbol_visibility_str: str
    symbol_section_index: int  # 0=UNDEF, 65521=ABS, 65522=COMMON, or actual section index
    symbol_section_index_str: str  # UNDEF, ABS, COMMON, or section index as string
    is_dynamic: int  # 0=static (.symtab), 1=dynamic (.dynsym)


@dataclass
class ELFRelocation:
    """ELF relocation information."""
    relocation_offset: int
    relocation_type: int
    relocation_type_str: str
    relocation_symbol_index: int
    relocation_symbol_name: str
    relocation_section: str
    relocation_addend: Optional[int] = None  # Only present in RELA sections


@dataclass
class ELFNote:
    """ELF note information (e.g., build ID, ABI tag)."""
    note_name: str  # e.g., "GNU"
    note_type: int  # e.g., 3 for NT_GNU_BUILD_ID
    note_type_str: str  # e.g., "NT_GNU_BUILD_ID"
    note_desc: str  # Note description/content (hex encoded for binary data)
    note_section: str  # Section or segment where the note was found


# ============================================================================
# Mach-O Dataclasses
# ============================================================================

@dataclass
class MachO:
    """Main Mach-O header and binary properties."""
    # Raw values (for analytics/ML)
    magic: int
    cputype: int
    cpusubtype: int
    filetype: int
    ncmds: int
    sizeofcmds: int
    flags: int
    architecture: int
    architectures: List[int]
    # Human-readable values (for display)
    magic_str: str
    cputype_str: str
    cpusubtype_str: str
    filetype_str: str
    flags_str: List[str]
    architecture_str: str
    architectures_str: List[str]
    # Additional properties
    is_64bit: bool
    is_signed: bool
    number_of_load_commands: int = 0
    load_commands_set: Optional[List[str]] = None
    number_of_segments: int = 0
    number_of_dylibs: int = 0
    number_of_imports: int = 0
    number_of_exports: int = 0
    entry_point: Optional[int] = None
    uuid: Optional[str] = None
    version_info: Optional[dict] = None
    version_info_str: Optional[dict] = None


@dataclass
class MachOSegment:
    """Mach-O segment information."""
    segment_name: str
    segment_vaddr: int
    segment_vsize: int
    segment_offset: int
    segment_size: int
    segment_max_vm_protection: int
    segment_initial_vm_protection: int
    segment_nsects: int
    segment_flags: int
    segment_entropy: float
    segment_sha256: str


@dataclass
class MachOImport:
    """Mach-O import information."""
    macho_imports_total: int
    macho_import_libraryName: Optional[list] = None
    macho_import_functions: Optional[list] = None


@dataclass
class MachOExport:
    """Mach-O export information."""
    macho_exports_total: int
    macho_export_symbols: Optional[list] = None


@dataclass
class MachODylib:
    """Mach-O dynamic library dependency."""
    dylib_name: str
    dylib_timestamp: int
    dylib_current_version: int
    dylib_compat_version: int


@dataclass
class MachOLoadCommand:
    """Mach-O load command."""
    load_command: int
    load_command_str: str
    load_command_size: int


@dataclass
class MachOUniversal:
    """Mach-O Universal/FAT binary information."""
    is_fat: bool
    architecture_count: int
    architectures: List[str]
    architecture_info: List[dict]
    fat_hash: Optional[str] = None
    fat_md5: Optional[str] = None
    fat_sha1: Optional[str] = None


@dataclass
class MachOCertificate:
    """Certificate information extracted from MachO code signature (mirrors PECertificate)."""
    subject: str
    issuer: str
    serial_number: str
    not_before: str
    not_after: str
    thumbprint: str  # SHA-1 (industry standard)
    certificate_type: str  # 'leaf', 'intermediate', 'root'
    order: int
    algorithm: Optional[str] = None
    common_name: Optional[str] = None
    organizational_unit: Optional[str] = None
    organization: Optional[str] = None


@dataclass
class MachOCodeDirectory:
    """Code Directory information from LC_CODE_SIGNATURE (simplified for malware analysis)."""
    identifier: Optional[str] = None  # Bundle ID
    team_id: Optional[str] = None     # Developer team ID
    flags: Optional[int] = None       # CD flags (includes CS_RUNTIME for hardened runtime)
    cd_hash: Optional[str] = None     # SHA-256 hash of the CodeDirectory itself


@dataclass
class MachOCodeSigningInfo:
    """Complete code signing information (mirrors PECodeSigningInfo)."""
    _id: str  # sha256
    signing_type: str  # 'certificate', 'ad-hoc', 'unsigned'
    has_signature: bool  # True if CMS signature structure present (not cryptographic verification)
    number_of_certificates: int
    code_directories: Optional[List[MachOCodeDirectory]] = None
    entitlements: Optional[Dict] = None
    x509_certificates: Optional[List[MachOCertificate]] = None
    date_signed: Optional[str] = None
    arch_identifier: Optional[str] = None  # For FAT binaries
    has_hardened_runtime: bool = False
    has_library_validation: bool = False
    has_runtime_version: bool = False


@dataclass
class MachOEntitlement:
    """Single entitlement entry for database export."""
    key: str
    value_type: str  # 'boolean', 'string', 'array', 'dict'
    value_bool: Optional[bool] = None
    value_string: Optional[str] = None
    value_array: Optional[List[str]] = None


# ============================================================================
# APK Dataclasses
# ============================================================================

@dataclass
class APKFeatures:
    """Core APK metadata and properties."""
    package_name: Optional[str] = None
    app_name: Optional[str] = None
    version_code: Optional[int] = None
    version_name: Optional[str] = None
    min_sdk_version: Optional[int] = None
    target_sdk_version: Optional[int] = None
    compile_sdk_version: Optional[int] = None
    main_activity: Optional[str] = None
    is_debuggable: bool = False
    allow_backup: bool = True
    uses_cleartext_traffic: bool = False
    supported_abis: List[str] = field(default_factory=list)
    dex_count: int = 0
    total_dex_size: int = 0
    total_file_count: int = 0
    has_native_code: bool = False
    has_assets: bool = False
    uses_libraries: List[str] = field(default_factory=list)
    earliest_content_modification: Optional[str] = None  # ISO 8601
    latest_content_modification: Optional[str] = None    # ISO 8601
    contains_embedded_apk: bool = False


@dataclass
class APKManifestComponent:
    """Single Android component (activity, service, receiver, provider)."""
    component_type: str      # "activity", "service", "receiver", "provider"
    class_name: str
    is_exported: bool
    intent_actions: List[str] = field(default_factory=list)
    intent_categories: List[str] = field(default_factory=list)


@dataclass
class APKManifest:
    """Full AndroidManifest.xml analysis."""
    activity_count: int
    service_count: int
    receiver_count: int
    provider_count: int
    activities: List[str] = field(default_factory=list)
    services: List[str] = field(default_factory=list)
    receivers: List[str] = field(default_factory=list)
    providers: List[str] = field(default_factory=list)
    exported_components: List[str] = field(default_factory=list)
    intent_filters_by_action: List[str] = field(default_factory=list)
    intent_filters_by_category: List[str] = field(default_factory=list)
    uses_features: List[str] = field(default_factory=list)
    meta_data: Optional[Dict] = None
    manifest_xml: Optional[str] = None  # Full decompiled XML text


@dataclass
class APKPermission:
    """Single permission entry for ClickHouse export."""
    permission_name: str
    protection_level: str    # "normal", "dangerous", "signature", "signatureOrSystem", "unknown"
    is_custom: bool = False  # True if declared by the app itself


@dataclass
class APKPermissions:
    """APK permission summary."""
    total_permission_count: int
    dangerous_permission_count: int
    permissions: List[str] = field(default_factory=list)
    dangerous_permissions: List[str] = field(default_factory=list)
    custom_permissions: List[str] = field(default_factory=list)
    permission_details: List[APKPermission] = field(default_factory=list)
    permhash: Optional[str] = None


@dataclass
class APKCertificate:
    """X.509 certificate from APK signature."""
    subject: str
    issuer: str
    serial_number: str
    valid_from: str
    valid_to: str
    thumbprint_sha1: str
    thumbprint_sha256: str
    algorithm: Optional[str] = None
    key_size: Optional[int] = None
    is_self_signed: bool = False
    certificate_source_scheme: Optional[str] = None  # 'v1', 'v2', 'v3', or 'v1,v2' etc. when deduplicated


@dataclass
class APKCodeSigningInfo:
    """Complete APK signing information."""
    _id: str  # sha256
    is_signed: bool
    signature_scheme_versions: List[int] = field(default_factory=list)
    number_of_certificates: int = 0
    x509_certificates: Optional[List[APKCertificate]] = None
    apk_signer_subject: Optional[str] = None
    apk_signer_issuer: Optional[str] = None


@dataclass
class APKDexFile:
    """Analysis of a single DEX file."""
    filename: str
    sha256: str
    class_count: int
    method_count: int
    string_count: int
    tlsh: Optional[str] = None
    top_packages: Optional[List[Dict]] = None
    api_usage: Optional[Dict[str, List[str]]] = None
    obfuscation_indicators: Optional[Dict] = None


@dataclass
class APKResource:
    """Embedded resource file entry."""
    path: str
    size: int
    sha256: str
    filetype_magika: str
    entropy: float = 0.0
    is_suspicious: bool = False


@dataclass
class APKNativeLib:
    """Native .so library entry."""
    abi: str
    filename: str
    size: int
    sha256: str
    is_known_packer: bool = False


@dataclass
class APKInconsistencyTests:
    """APK anomaly and anti-analysis detection results."""
    test_zip_bomb: Optional[bool] = None
    test_zip_duplicate_entries: Optional[bool] = None
    test_zip_path_traversal: Optional[bool] = None
    test_zip_suspicious_timestamps: Optional[bool] = None
    test_hidden_dex_files: Optional[bool] = None
    test_manifest_component_mismatch: Optional[bool] = None
    test_debuggable_release: Optional[bool] = None
    test_emulator_detection_strings: Optional[bool] = None
    test_debugger_detection: Optional[bool] = None
    test_root_detection: Optional[bool] = None


# ============================================================================
# APK Code Analysis Dataclasses
# ============================================================================

@dataclass
class APKDecompiledMethodContent:
    """Decompiled Java source for a single method (content table — deduplicated by hash)."""
    decompiled_method_hash: str
    decompiled_method: str
    decompiled_method_type: str
    decompiled_has_string_encryption: bool = False
    decompiled_has_reflection_calls: bool = False
    decompiled_excessive_goto_count: bool = False


@dataclass
class APKDecompiledMethodReference:
    """Links a specific APK to one of its decompiled methods (reference table)."""
    sha256: str
    sha1: str
    md5: str
    decompiled_method_hash: str
    smali_method_hash: Optional[str] = None
    decompiled_class_name: str = ""
    decompiled_method_name: str = ""
    decompiled_method_signature: str = ""
    decompiled_method_prototype: str = ""
    functions_caller: List[str] = field(default_factory=list)
    functions_call: List[str] = field(default_factory=list)


@dataclass
class APKSmaliMethodContent:
    """Smali disassembly for a single method (content table — deduplicated by hash)."""
    smali_method_hash: str
    smali_method: str
    smali_method_type: str
    smali_instructions_count: int = 0
    smali_register_count: int = 0
    smali_has_string_encryption: bool = False
    smali_has_reflection_calls: bool = False
    smali_excessive_goto_count: bool = False
    smali_flattened_score: float = 0.0
    smali_mba_score: float = 0.0


@dataclass
class APKSmaliMethodReference:
    """Links a specific APK to one of its smali methods (reference table)."""
    sha256: str
    sha1: str
    md5: str
    smali_method_hash: str
    decompiled_method_hash: Optional[str] = None
    smali_class_name: str = ""
    smali_method_name: str = ""
    smali_method_signature: str = ""
    ssdeep_smali: Optional[str] = None
    tlsh_smali: Optional[str] = None


@dataclass
class APKMethodSimilarityMetrics:
    """Similarity hashes for method-level clustering (keyed by smali hash)."""
    smali_method_hash: str
    cyclomatic_complexity: Optional[int] = None
    block_count: Optional[int] = None
    edge_count: Optional[int] = None
    loop_count: Optional[int] = None
    max_depth: Optional[int] = None
    max_fan_out: Optional[int] = None
    ssdeep_smali: Optional[str] = None
    tlsh_smali: Optional[str] = None
    ssdeep_smali_normalized: Optional[str] = None
    tlsh_smali_normalized: Optional[str] = None
    minhash: Optional[List[int]] = field(default_factory=list)


@dataclass
class APKCodeAnalysisError:
    """Error encountered during method analysis."""
    sha256: str
    class_name: Optional[str] = None
    method_name: Optional[str] = None
    error_location: str = ""
    error_message: Optional[str] = None
    error_type: Optional[str] = None


# ============================================================================
# JavaScript Dataclasses
# ============================================================================

@dataclass
class JSFeatures:
    """Core JavaScript file metadata and obfuscation metrics."""
    line_count: int = 0
    char_count: int = 0
    text_entropy: float = 0.0
    max_line_length: int = 0
    avg_line_length: float = 0.0
    is_minified: bool = False
    is_likely_obfuscated: bool = False
    obfuscator_name: Optional[str] = None
    obfuscation_score: int = 0
    obfuscation_techniques: List[str] = field(default_factory=list)
    eval_count: int = 0
    function_constructor_count: int = 0
    settimeout_setinterval_count: int = 0
    document_write_count: int = 0
    innerhtml_count: int = 0
    unescape_count: int = 0
    fromcharcode_count: int = 0
    atob_count: int = 0
    decodeuri_count: int = 0
    total_function_count: int = 0
    total_variable_count: int = 0
    max_nesting_depth: int = 0
    avg_identifier_length: float = 0.0
    hex_string_count: int = 0
    unicode_escape_count: int = 0
    long_string_count: int = 0
    base64_string_count: int = 0
    comment_ratio: float = 0.0
    script_type: str = "unknown"
    detected_environment: str = "unknown"