Kai Leonhard

11 papers Journal 11
YearRankTypeTitle / Venue / Authors
2025 J jnl
J. Chem. Inf. Model.
Yifan Wang, Lorenz Fleitmann, Lukas Raßpe-Lange, Niklas von der Aßen, André Bardow, Kai Leonhard
2025 J jnl
J. Cheminformatics
Thomas Nevolianis, Jan G. Rittig, Alexander Mitsos, Kai Leonhard
2024 J jnl
Comput. Chem. Eng.
Ville Tuppurainen, Lorenz Fleitmann, Jani Kangas, Kai Leonhard, Juha Tanskanen
2023 J jnl
J. Comput. Chem.
Lukas Raßpe-Lange, Alexander Hoffmann, Christoph Udo Gertig, Joshua Heck, Kai Leonhard, Sonja Herres-Pawlis
2023 J jnl
Comput. Chem. Eng.
Artur M. Schweidtmann, Jan G. Rittig, Jana M. Weber, Martin Grohe, Manuel Dahmen, Kai Leonhard, Alexander Mitsos
2022 J jnl
J. Chem. Inf. Model.
Lukas Krep, Indu Sekhar Roy, Wassja A. Kopp, Felix Schmalz, Can Huang, Kai Leonhard
2022 J jnl
CoRR
Artur M. Schweidtmann, Jan G. Rittig, Jana M. Weber, Martin Grohe, Manuel Dahmen, Kai Leonhard, Alexander Mitsos
2021 J jnl
Comput. Chem. Eng.
Christoph Udo Gertig, Lorenz Fleitmann, Carl Hemprich, Janik Hense, André Bardow, Kai Leonhard
2021 J jnl
J. Chem. Inf. Model.
Gabriel Rath, Wassja A. Kopp, Kai Leonhard
2018 J jnl
J. Chem. Inf. Model.
Malte Döntgen, Felix Schmalz, Wassja A. Kopp, Leif C. Kröger, Kai Leonhard
2012 J jnl
J. Chem. Inf. Model.
Manuel Hechinger, Kai Leonhard, Wolfgang Marquardt
redb/extractors/js_extractors/js_content.py
← Index redb/extractors/js_extractors/js_content.py python
"""Persists raw + normalised text into the generic `code_text_content` table.

Reads the raw source and the deobfuscation result directly from the shared
JSContext so no extra compute happens here — both values are computed once
per sample (the source at JSContext construction, the deobfuscation lazily
on first access) and reused by any extractor that needs them.

`text_normalized` is left NULL when the deobfuscation pass produced no
output, so analysts can distinguish "we tried and got nothing" from
"normalisation succeeded".
"""

import inspect
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.js_extractor import JSExtractor


class JSContentExtractor(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.content_row = None
        self.log.debug(inspect.currentframe().f_code.co_name)

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

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

        deobfuscated, normalizer_used = self._context.deobfuscated

        self.content_row = {
            "content_type": self._context.content_type,
            "text_raw": src,
            "text_normalized": deobfuscated,  # may be None
            "normalizer_used": normalizer_used,  # may be None
        }
        return self.content_row

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

        r = self.content_row
        data = [[
            self.sha256,
            r["content_type"],
            r["text_raw"],
            r["text_normalized"],
            r["normalizer_used"],
            datetime.now(timezone.utc),
        ]]

        column_names = [
            "sha256",
            "content_type",
            "text_raw",
            "text_normalized",
            "normalizer_used",
            "analysis_date",
        ]

        column_type_names = [
            "FixedString(64)",
            "LowCardinality(String)",
            "String",
            "Nullable(String)",
            "Nullable(String)",
            "DateTime64(3, 'UTC')",
        ]

        return (data, column_names, column_type_names)

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