Kambiz K. Moez

19 papers A 1C 4Journal 9Unranked 5
YearRankTypeTitle / Venue / Authors
2016 J jnl
IEEE Trans. Very Large Scale Integr. Syst.
Payam Masoumi Farahabadi, Kambiz K. Moez
2013 conf
CICC
Payam M. Farahabadi, Kambiz K. Moez
2012 J jnl
IEEE Trans. Instrum. Meas.
Edwin Walter Reid, Laura Ortiz-Balbuena, Aliakbar Ghadiri, Kambiz K. Moez
2012 J jnl
IEEE Trans. Circuits Syst. II Express Briefs
Aliakbar Ghadiri, Kambiz K. Moez
2011 C conf
ISCAS
Md. Mahbub Reja, Igor M. Filanovsky, Kambiz K. Moez
2011 J jnl
IEEE Trans. Circuits Syst. II Express Briefs
Aliakbar Ghadiri, Kambiz K. Moez
2010 J jnl
IEEE Trans. Circuits Syst. II Express Briefs
Md. Mahbub Reja, Kambiz K. Moez, Igor M. Filanovsky
2010 J jnl
IEEE Trans. Circuits Syst. I Regul. Pap.
Aliakbar Ghadiri, Kambiz K. Moez
2009 J jnl
IEEE Trans. Circuits Syst. II Express Briefs
Kambiz K. Moez, Mohamed I. Elmasry
2009 C conf
ISCAS
Aliakbar Ghadiri, Kambiz K. Moez
2008 C conf
ISCAS
Md. Mahbub Reja, Igor M. Filanovsky, Kambiz K. Moez
2008 J jnl
IEEE Trans. Circuits Syst. II Express Briefs
Kambiz K. Moez, Mohamed I. Elmasry
2008 conf
SoCC
Md. Mahbub Reja, Kambiz K. Moez, Igor M. Filanovsky
2007 conf
ISSCC
Kambiz K. Moez, Mohamed I. Elmasry
2006 A conf
DATE
Kambiz K. Moez, Mohamed I. Elmasry
2006 C conf
ISCAS
Kambiz K. Moez, Mohammad Ibrahim Elmasry
2006 J jnl
Microelectron. J.
Kambiz K. Moez, Mohamed I. Elmasry
2004 conf
ISCAS (1)
Kambiz K. Moez, Mohammad Ibrahim Elmasry
2004 conf
ISCAS (1)
Kambiz K. Moez
redb/extractors/js_extractors/js_deobfuscation.py
← Index redb/extractors/js_extractors/js_deobfuscation.py python
import hashlib
import inspect
import re
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.js_extractor import JSExtractor
from redb.extractors.js_extractors.js_patterns import PATTERNS

# String literals of 4+ characters; only used by the deobfuscation diff to count
# strings revealed after deobfuscation. Compiled once at module load.
_STRING_LITERAL_4PLUS_RE = re.compile(r"[\"\']([^\"\']{4,})[\"\']")


class JSDeobfuscationExtractor(JSExtractor):
    """Compute pre/post-deobfuscation metrics for a JS sample.

    The actual deobfuscation pass (external tool with jsbeautifier fallback)
    lives on `JSContext.deobfuscated` and is cached per sample, so any other
    extractor that needs the deobfuscated text reads the same value without
    re-running the subprocess. Configure the external tool via env vars:
        JS_DEOBFUSCATOR_PATH    Path or name (default: webcrack)
        JS_DEOBFUSCATE_TIMEOUT  Seconds (default: 60)
    """

    def __init__(
        self, filepath, log, exporters=None, index_prefix=None,
        known_benign=False, known_malicious=False, source=None, context=None,
    ):
        super().__init__(
            filepath, log, exporters, index_prefix,
            known_benign, known_malicious, source, context=context,
        )
        self.deobfuscation_result = None
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def extract(self):
        src = self.js_source
        if not src:
            return None

        deobfuscated, deobfuscator_used = self._context.deobfuscated
        if deobfuscated is None:
            return None

        original_size = len(src)
        original_entropy = self._context.text_entropy
        deobfuscated_size = len(deobfuscated)
        deobfuscated_entropy = self._calculate_text_entropy(deobfuscated)
        size_change_ratio = round(deobfuscated_size / original_size, 4) if original_size else 0.0

        # Strings revealed by deobfuscation: matched literals are extracted from
        # both versions and the set difference is the count of "new" strings.
        original_strings = set(_STRING_LITERAL_4PLUS_RE.findall(src))
        deobfuscated_strings = set(_STRING_LITERAL_4PLUS_RE.findall(deobfuscated))
        new_strings = deobfuscated_strings - original_strings

        # Suspicious APIs revealed by deobfuscation. Both sides of the diff
        # come from JSContext caches: the raw scan is computed once for the
        # whole pipeline; the deobfuscated scan is computed once and reused
        # by JSSuspiciousAPIsExtractor's revealed_by_deobf rows.
        original_apis = {n for n in self._context.scan if n in PATTERNS}
        deobfuscated_apis = set(self._context.scan_deobfuscated)
        new_apis = deobfuscated_apis - original_apis

        deobfuscated_sha256 = hashlib.sha256(deobfuscated.encode('utf-8')).hexdigest()

        self.deobfuscation_result = {
            'deobfuscator_used': deobfuscator_used,
            'deobfuscation_successful': True,
            'original_size': original_size,
            'deobfuscated_size': deobfuscated_size,
            'size_change_ratio': size_change_ratio,
            'original_entropy': original_entropy,
            'deobfuscated_entropy': deobfuscated_entropy,
            'new_strings_found': len(new_strings),
            'new_apis_found': len(new_apis),
            'deobfuscated_sha256': deobfuscated_sha256,
        }
        return self.deobfuscation_result

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ClickHouseExporter":
            if not self.deobfuscation_result:
                return None

            r = self.deobfuscation_result
            current_time = datetime.now(timezone.utc)
            data = [[
                self.sha256,
                r['deobfuscator_used'],
                int(r['deobfuscation_successful']),
                r['original_size'],
                r['deobfuscated_size'],
                r['size_change_ratio'],
                r['original_entropy'],
                r['deobfuscated_entropy'],
                r['new_strings_found'],
                r['new_apis_found'],
                r['deobfuscated_sha256'],
                current_time,
            ]]

            column_names = [
                "sha256", "deobfuscator_used", "deobfuscation_successful",
                "original_size", "deobfuscated_size", "size_change_ratio",
                "original_entropy", "deobfuscated_entropy",
                "new_strings_found", "new_apis_found",
                "deobfuscated_sha256", "analysis_date",
            ]

            column_type_names = [
                "FixedString(64)", "LowCardinality(String)", "UInt8",
                "UInt64", "UInt64", "Float64",
                "Float64", "Float64",
                "UInt32", "UInt32",
                "FixedString(64)", "DateTime64(3, 'UTC')",
            ]

            return (data, column_names, column_type_names)

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