Chang Nian Zhang

22 papers A* 1B 3Misc 1Journal 11Unranked 5
YearRankTypeTitle / Venue / Authors
2010 J jnl
Int. J. Comput. Their Appl.
Wei Dong, Yang Wang, Hua Li, Chang Nian Zhang
2008 ch.
Wiley Encyclopedia of Computer Science and Engineering
Chang Nian Zhang, Xiao Wei Liu
2006 J jnl
Int. J. Comput. Their Appl.
Hua Li, Chang Nian Zhang, Jianzhou Li
2006 J jnl
Int. J. Comput. Their Appl.
Chang Nian Zhang, Leon Pan
2005 J jnl
Int. J. Comput. Their Appl.
Hua Li, Chang Nian Zhang, Qiang Wang
2002 J jnl
EURASIP J. Adv. Signal Process.
Chang Nian Zhang, Hua Li, Nuannuan Zhang, Jiesheng Xie
2002 J jnl
EURASIP J. Adv. Signal Process.
Hua Li, Chang Nian Zhang
2001 conf
PDCS
Chang Nian Zhang, W. K. Chou, Nuannuan Zhang, Jiesheng Xie
2000 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Chang Nian Zhang, Ming Zhao, Meng Wang
1996 Misc conf
PDPTA
Chang Nian Zhang, Meng Wang
1995 J jnl
Neural Comput. Appl.
Chang Nian Zhang, Meng Wang, Chien-Chao Tseng
1994 B conf
ICPADS
Chang Nian Zhang, T. M. Bachtiar, W. K. Chou
1993 J jnl
Parallel Comput.
Chang Nian Zhang, Hon Fung Li, R. Jayakumar
1993 J jnl
J. Symb. Comput.
Chang Nian Zhang, Behrooz A. Shirazi, David Y. Y. Yun
1992 J jnl
Numer. Algorithms
Alen George Law, Chang Nian Zhang, Ali Rezazadeh, Lucas Jódar
1991 conf
ICPP (1)
Chang Nian Zhang, Heng-Da Cheng
1987 conf
ACM Conference on Computer Science
Chang Nian Zhang, Behrooz A. Shirazi, David Y. Y. Yun
1987 conf
ACM Conference on Computer Science
David Y. Y. Yun, Y. Yun, Chang Nian Zhang
1987 B conf
ICPP
Chang Nian Zhang, Behrooz A. Shirazi, David Y. Y. Yun
1986 conf
SYMSAC
David Y. Y. Yun, Chang Nian Zhang
1985 B conf
ICPP
David Y. Y. Yun, Chang Nian Zhang
1984 A* conf
ISCA
Chang Nian Zhang, David Y. Y. Yun
redb/extractors/basicproperties.py
← Index redb/extractors/basicproperties.py python
from dataclasses import asdict
import inspect
import os
import magic
from magika import Magika
from datetime import datetime, timezone
from typing import Any, List, Tuple

from redb.extractors.enum import Tag
from redb.models.dataclasses import BasicProperties
from redb.extractors.extractor import Extractor


class BasicPropertiesExtractor(Extractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        parent_sha256=None,
        precomputed_hashes=None,
        is_fat=None,
        child_sha256=None,
        child_architecture=None,
        child_filetype=None,
        first_seen=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters=exporters,
            index_prefix=index_prefix,
            elastic_index=elastic_index,
            known_benign=known_benign,
            known_malicious=known_malicious,
            precomputed_hashes=precomputed_hashes,
        )
        self.basic_properties = None
        self.elastic_index = self.index_prefix + "-basic_properties"
        self.is_packed = None
        self.parent_sha256 = parent_sha256  # For FAT Mach-O slices, points to container hash
        self.is_fat = is_fat  # True for FAT Mach-O containers, None otherwise
        self.child_sha256 = child_sha256  # SHA256 hashes of children (FAT slices, zip contents)
        self.child_architecture = child_architecture  # Architecture names for FAT Mach-O slices
        self.child_filetype = child_filetype  # Magika filetypes for children (useful for zip archives)
        self.first_seen = first_seen  # From catalog_samples, None for local files

    def tag(self):
        return Tag.BASIC_PROPERTIES.value

    def _extract_basic_properties(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        filename = None  # Reserved for future use
        sample_name = os.path.basename(self.filepath)
        file_entropy = round(self.calculate_entropy(self.binary), 3)
        type_ = magic.from_buffer(self.binary)
        type_mime = magic.from_buffer(self.binary, mime=True)
        type_magika = Magika().identify_bytes(self.binary).output.label
        size = len(self.binary)
        self.basic_properties = BasicProperties(
            filename, sample_name, size, type_, type_mime, type_magika,
            file_entropy, self.is_packed, self.is_fat, self.child_sha256,
            self.child_architecture, self.child_filetype,
            first_seen=str(self.first_seen) if self.first_seen else None,
        )
        self.log.debug(f"Basic Properties dump: {asdict(self.basic_properties)}")

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            self._extract_basic_properties()
            # self.export_to_elastic([self.basic_properties])
            return self.basic_properties
        except Exception as e:
            self.log.error(f"Extract basic properties error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.basic_properties
        elif exporter_type == "ClickHouseExporter":
            data = [[
                self.sha256,
                self.md5,
                self.sha1,
                self.parent_sha256,  # NULL for standalone/FAT, fat_hash for slices
                self.basic_properties.child_sha256 or [],  # SHA256 hashes of children
                self.basic_properties.child_architecture or [],  # Architecture names for FAT slices
                self.basic_properties.child_filetype or [],  # Magika filetypes for children
                self.basic_properties.is_fat,  # True for FAT Mach-O containers, NULL otherwise
                self.basic_properties.filename,
                self.basic_properties.sample_name,
                self.basic_properties.filesize,
                self.basic_properties.file_entropy,
                self.basic_properties.filetype,
                self.basic_properties.filetype_mime,
                self.basic_properties.filetype_magika,
                self.first_seen or datetime(1970, 1, 1, tzinfo=timezone.utc),  # From catalog_samples, epoch zero for local files (uses original datetime, not string)
                datetime.now(timezone.utc)
            ]]

            column_names = [
                'sha256', 'md5', 'sha1', 'parent_sha256', 'child_sha256', 'child_architecture', 'child_filetype',
                'is_fat', 'filename', 'sample_name',
                'filesize', 'file_entropy', 'filetype', 'filetype_mime',
                'filetype_magika', 'first_seen', 'analysis_date'
            ]

            column_type_names = [
                'String', 'String', 'String', 'Nullable(String)',
                'Array(FixedString(64))', 'Array(LowCardinality(String))', 'Array(LowCardinality(String))',
                'Nullable(UInt8)', 'Nullable(String)', 'String',
                'UInt64', 'Float64', 'LowCardinality(String)',
                'LowCardinality(String)', 'LowCardinality(String)',
                'DateTime64(3, \'UTC\')',
                'DateTime64(3, \'UTC\')'
            ]

            return data, column_names, column_type_names

    def get_clickhouse_table(self) -> str:
        return "redb_basic_properties"