Kamil Jezek

38 papers A 5B 4C 1Journal 12Unranked 16
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Herbert Jordan, Kamil Jezek, Pavle Subotic, Bernhard Scholz
2025 J jnl
IEEE Access
Herbert Jordan, Kamil Jezek, Pavle Subotic, Bernhard Scholz
2025 J jnl
CoRR
Herbert Jordan, Kamil Jezek, Pavle Subotic, Bernhard Scholz
2021 conf
USENIX ATC
Yeonsoo Kim, Seongho Jeong, Kamil Jezek, Bernd Burgstaller, Bernhard Scholz
2021 J jnl
CoRR
Kamil Jezek
2020 conf
VISIGRAPP (3: IVAPP)
Premek Brada, Richard Lipka, Lukas Holy, Kamil Jezek
2017 J jnl
J. Object Technol.
Kamil Jezek, Jens Dietrich
2017 A conf
SANER
Kamil Jezek, Richard Lipka
2017 J jnl
Dagstuhl Artifacts Ser.
Jens Dietrich, David J. Pearce, Kamil Jezek, Premek Brada
2017 A conf
ECOOP
Jens Dietrich, David J. Pearce, Kamil Jezek, Premek Brada
2017 J jnl
Dagstuhl Artifacts Ser.
Jens Dietrich, Kamil Jezek, Shawn Rasheed, Amjed Tahir, Alex Potanin
2017 A conf
ECOOP
Jens Dietrich, Kamil Jezek, Shawn Rasheed, Amjed Tahir, Alex Potanin
2016 J jnl
Dagstuhl Artifacts Ser.
Kamil Jezek, Jens Dietrich
2016 A conf
ECOOP
Kamil Jezek, Jens Dietrich
2016 conf
SWQD
Kamil Jezek, Lukas Holy, Jakub Danek
2016 J jnl
Empir. Softw. Eng.
Jens Dietrich, Kamil Jezek, Premek Brada
2015 A conf
SANER
Tosin Daniel Oyetoyan, Jean-Rémy Falleri, Jens Dietrich, Kamil Jezek
2015 conf
EUROMICRO-SEAA
Kamil Jezek, Jan Ambroz
2015 J jnl
Inf. Softw. Technol.
Kamil Jezek, Jens Dietrich, Premek Brada
2015 J jnl
Sci. Comput. Program.
Premek Brada, Kamil Jezek
2014 conf
CSMR-WCRE
Jens Dietrich, Kamil Jezek, Premek Brada
2014 conf
EUROMICRO-SEAA
Kamil Jezek, Jens Dietrich
2014 J jnl
CoRR
Jens Dietrich, Kamil Jezek, Premek Brada
2013 conf
ICSM
Lukas Holy, Jaroslav Snajberk, Premek Brada, Kamil Jezek
2013 conf
EUROMICRO-SEAA
Kamil Jezek, Lukas Holy, Antonin Slezacek, Premek Brada
2013 B conf
VL/HCC
Kamil Jezek, Lukas Holy, Premek Brada
2013 conf
CSMR
Kamil Jezek, Lukas Holy, Premek Brada
2012 B conf
VL/HCC
Jaroslav Snajberk, Kamil Jezek, Premek Brada
2012 B conf
VL/HCC
Kamil Jezek, Lukas Holy, Premek Brada
2012 conf
TOOLS (50)
Kamil Jezek, Premek Brada, Lukas Holy
2012 conf
EUROMICRO-SEAA
Premek Brada, Kamil Jezek
2012 C conf
IV
Lukas Holy, Kamil Jezek, Jaroslav Snajberk, Premek Brada
2011 B conf
ENASE
Kamil Jezek, Premek Brada
2011 conf
KMIS
Kamil Jezek, Premek Brada
2011 conf
ENASE (Selected Papers)
Kamil Jezek, Premek Brada
2010 conf
ICEIS (3)
Kamil Jezek, Premek Brada
2010 conf
FESCA@ETAPS
Kamil Jezek, Premek Brada, Petr Stepan
2010 conf
KMIS
Kamil Jezek
redb/extractors/js_extractors/js_strings.py
← Index redb/extractors/js_extractors/js_strings.py python
import base64
import bisect
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 STRING_PATTERNS, line_offsets

# Local aliases for the compiled patterns this extractor uses. Defined and
# compiled exactly once in js_patterns.STRING_PATTERNS.
_HEX_STRING_RE = STRING_PATTERNS["hex_escape_seq"]
_UNICODE_STRING_RE = STRING_PATTERNS["unicode_escape_seq"]
_CHARCODE_RE = STRING_PATTERNS["charcode_call"]
_BASE64_STRING_RE = STRING_PATTERNS["base64_quoted"]
_CONCAT_STRING_RE = STRING_PATTERNS["concat_chain"]

# Tokeniser used inside _reconstruct_concat to pull each quoted part out of a
# matched concat chain. Compiled once at module load (was recompiled on every
# concat match before).
_CONCAT_TOKEN_RE = re.compile(r'["\']([^"\']*)["\']')


class JSStringsExtractor(JSExtractor):

    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.string_findings = None
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _decode_hex_string(self, hex_str):
        """Decode \\x41\\x42 style hex strings."""
        try:
            # Remove \\x prefix and decode
            clean = hex_str.replace('\\x', '')
            return bytes.fromhex(clean).decode('utf-8', errors='replace')
        except Exception:
            return None

    def _decode_unicode_string(self, uni_str):
        """Decode \\u0041\\u0042 style unicode strings."""
        try:
            return uni_str.encode('utf-8').decode('unicode_escape')
        except Exception:
            return None

    def _decode_charcode(self, charcode_str):
        """Decode String.fromCharCode(72, 101, 108, ...) sequences."""
        try:
            codes = [int(c.strip()) for c in charcode_str.split(',') if c.strip().isdigit()]
            return ''.join(chr(c) for c in codes if 0 <= c <= 0x10FFFF)
        except Exception:
            return None

    def _decode_base64(self, b64_str):
        """Attempt to decode base64 string."""
        try:
            decoded = base64.b64decode(b64_str)
            # Check if result is printable text
            text = decoded.decode('utf-8', errors='strict')
            # Only return if it looks like text (>80% printable)
            printable = sum(1 for c in text if c.isprintable() or c in '\n\r\t')
            if printable / len(text) > 0.8:
                return text
        except Exception:
            pass
        return None

    def _reconstruct_concat(self, concat_match):
        """Reconstruct concatenated string parts."""
        try:
            parts = _CONCAT_TOKEN_RE.findall(concat_match)
            return ''.join(parts)
        except Exception:
            return None

    def _find_line_number(self, match_start):
        """1-indexed line number for `match_start`, looked up in O(log L) via
        bisect over `self._line_offsets` (built once per extract() call).

        Replaces the historical `self.js_source[:match_start].count('\\n') + 1`
        which was O(N) per call and quadratic across all matches in a sample.
        """
        return bisect.bisect_right(self._line_offsets, match_start)

    def _scan_text(self, text):
        """Run every encoded-string pattern over `text` and return a list of
        finding dicts. Stateless apart from the per-call `_line_offsets` cache,
        which `_find_line_number` reads — callers must reset it before invoking
        this so line numbers reference the text being scanned, not the previous
        one.
        """
        findings = []

        # Hex-encoded strings
        for m in _HEX_STRING_RE.finditer(text):
            raw = m.group()
            decoded = self._decode_hex_string(raw)
            if decoded and len(decoded) >= 4:
                findings.append({
                    'string': decoded[:4000],
                    'string_raw': raw[:4000],
                    'string_encoding': 'hex',
                    'string_offset': self._find_line_number(m.start()),
                    'string_length': len(decoded),
                    'string_raw_length': len(raw),
                    'string_entropy': self._calculate_text_entropy(decoded),
                })

        # Unicode-encoded strings
        for m in _UNICODE_STRING_RE.finditer(text):
            raw = m.group()
            decoded = self._decode_unicode_string(raw)
            if decoded and len(decoded) >= 3:
                findings.append({
                    'string': decoded[:4000],
                    'string_raw': raw[:4000],
                    'string_encoding': 'unicode',
                    'string_offset': self._find_line_number(m.start()),
                    'string_length': len(decoded),
                    'string_raw_length': len(raw),
                    'string_entropy': self._calculate_text_entropy(decoded),
                })

        # String.fromCharCode sequences
        for m in _CHARCODE_RE.finditer(text):
            raw = m.group()
            decoded = self._decode_charcode(m.group(1))
            if decoded and len(decoded) >= 4:
                findings.append({
                    'string': decoded[:4000],
                    'string_raw': raw[:4000],
                    'string_encoding': 'charcode',
                    'string_offset': self._find_line_number(m.start()),
                    'string_length': len(decoded),
                    'string_raw_length': len(raw),
                    'string_entropy': self._calculate_text_entropy(decoded),
                })

        # Base64-encoded strings
        for m in _BASE64_STRING_RE.finditer(text):
            raw = m.group(0)
            b64_val = m.group(1)
            decoded = self._decode_base64(b64_val)
            if decoded and len(decoded) >= 10:
                findings.append({
                    'string': decoded[:4000],
                    'string_raw': raw[:4000],
                    'string_encoding': 'base64',
                    'string_offset': self._find_line_number(m.start()),
                    'string_length': len(decoded),
                    'string_raw_length': len(raw),
                    'string_entropy': self._calculate_text_entropy(decoded),
                })

        # Concatenated strings (reassembled)
        for m in _CONCAT_STRING_RE.finditer(text):
            raw = m.group()
            reconstructed = self._reconstruct_concat(raw)
            if reconstructed and len(reconstructed) >= 20:
                findings.append({
                    'string': reconstructed[:4000],
                    'string_raw': raw[:4000],
                    'string_encoding': 'concat',
                    'string_offset': self._find_line_number(m.start()),
                    'string_length': len(reconstructed),
                    'string_raw_length': len(raw),
                    'string_entropy': self._calculate_text_entropy(reconstructed),
                })

        return findings

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

        # Pass 1: raw source. _line_offsets is keyed off whichever text is
        # currently being scanned so _find_line_number resolves to that text.
        self._line_offsets = line_offsets(src)
        findings = self._scan_text(src)

        # Pass 2: deobfuscated text, when the deobfuscator produced something
        # meaningfully different. Same patterns, but a different surface — for
        # samples where the encoded payload is hidden behind an outer wrapper
        # (e.g. array.join() + eval in Vjw0rm/WSH-RAT) only this pass yields
        # any rows at all.
        deobf_text, _ = self._context.deobfuscated
        if deobf_text and deobf_text != src:
            self._line_offsets = line_offsets(deobf_text)
            findings.extend(self._scan_text(deobf_text))

        if not findings:
            return None

        # Deduplicate by decoded string value (raw pass wins on collision: it
        # comes first in `findings`). A string that surfaces only in the
        # deobfuscated text still gets persisted, which is the whole point of
        # the second pass.
        seen_values = set()
        deduped = []
        for f in findings:
            val_key = f['string'][:100]
            if val_key not in seen_values:
                seen_values.add(val_key)
                deduped.append(f)

        self.string_findings = deduped[:500]  # Limit per file
        # Publish to the shared context so post-loop consumers (notably the IOC
        # plumbing in workers.py) can scrape the decoded strings without
        # holding a reference to this extractor instance.
        self._context.decoded_strings = self.string_findings
        return self.string_findings

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

            data = []
            for f in self.string_findings:
                data.append([
                    self.sha256,
                    f['string'],
                    f['string_raw'],
                    f['string_encoding'],
                    f['string_offset'],
                    f['string_length'],
                    f['string_raw_length'],
                    f['string_entropy'],
                ])

            column_names = [
                "sha256",
                "string",
                "string_raw",
                "string_encoding",
                "string_offset",
                "string_length",
                "string_raw_length",
                "string_entropy",
            ]

            column_type_names = [
                "FixedString(64)",
                "String",
                "String",
                "LowCardinality(String)",
                "UInt64",
                "UInt32",
                "UInt32",
                "Float32",
            ]

            return (data, column_names, column_type_names)

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