Calum Imrie

24 papers A* 1A 1B 1C 1Journal 13Unranked 7
YearRankTypeTitle / Venue / Authors
2025 J jnl
J. Syst. Softw.
Vladislav Nenchev, Calum Imrie, Simos Gerasimou, Radu Calinescu
2025 B conf
RV
William Scarbro, Calum Imrie, Sinem Getir Yaman, Kavan Fatehi, Corina S. Pasareanu, Radu Calinescu, Ravi Mangal
2025 J jnl
CoRR
William Scarbro, Calum Imrie, Sinem Getir Yaman, Kavan Fatehi, Corina S. Pasareanu, Radu Calinescu, Ravi Mangal
2025 C conf
Software Engineering
Marc Carwehl, Calum Imrie, Thomas Vogel, Genaína Nunes Rodrigues, Radu Calinescu, Lars Grunske
2025 J jnl
CoRR
Daniel Bethell, Simos Gerasimou, Radu Calinescu, Calum Imrie
2025 J jnl
CoRR
Ferdinand Koenig, Marc Carwehl, Calum Imrie
2025 conf
SEAMS@ICSE
Ferdinand Koenig, Marc Carwehl, Calum Imrie
2025 J jnl
CoRR
Daniel Bethell, Simos Gerasimou, Radu Calinescu, Calum Imrie
2025 A conf
ECAI
Daniel Bethell, Simos Gerasimou, Radu Calinescu, Calum Imrie
2024 conf
SEAMS@ICSE
Calum Imrie, Rhys Howard, Divya Thuremella, Nawshin Mannan Proma, Tejas Pandey, Paulina Lewinska, Ricardo Cannizzaro, Richard Hawkins, Colin Paterson, Lars Kunze, Victoria J. Hodge
2024 A* conf
ICSE
Nick Feng, Lina Marsso, Sinem Getir Yaman, Yesugen Baatartogtokh, Reem Ayad, Victória Oldemburgo de Mello, Beverley A. Townsend, Isobel Standen, Ioannis Stefanakos, Calum Imrie, Genaína Nunes Rodrigues, Ana Cavalcanti, Radu Calinescu, Marsha Chechik
2024 J jnl
CoRR
Nick Feng, Lina Marsso, Sinem Getir Yaman, Yesugen Baatartogtokh, Reem Ayad, Victória Oldemburgo de Mello, Beverley A. Townsend, Isobel Standen, Ioannis Stefanakos, Calum Imrie, Genaína Nunes Rodrigues, Ana Cavalcanti, Radu Calinescu, Marsha Chechik
2024 conf
FM (2)
Vladislav Nenchev, Calum Imrie, Simos Gerasimou, Radu Calinescu
2024 J jnl
IEEE Trans. Software Eng.
Radu Calinescu, Calum Imrie, Ravi Mangal, Genaína Nunes Rodrigues, Corina S. Pasareanu, Misael Alpizar Santana, Gricel Vázquez
2024 conf
SEAMS@ICSE
Marc Carwehl, Calum Imrie, Thomas Vogel, Genaína Nunes Rodrigues, Radu Calinescu, Lars Grunske
2024 J jnl
CoRR
Marc Carwehl, Calum Imrie, Thomas Vogel, Genaína Nunes Rodrigues, Radu Calinescu, Lars Grunske
2024 conf
ACSOS-C
Joel Beedle, Calum Imrie, Radu Calinescu
2024 J jnl
CoRR
Daniel Bethell, Simos Gerasimou, Radu Calinescu, Calum Imrie
2023 J jnl
CoRR
Xingyu Zhao, Simos Gerasimou, Radu Calinescu, Calum Imrie, Valentin Robu, David Flynn
2023 conf
CAV (1)
Corina S. Pasareanu, Ravi Mangal, Divya Gopinath, Sinem Getir Yaman, Calum Imrie, Radu Calinescu, Huafeng Yu
2023 J jnl
CoRR
Corina S. Pasareanu, Ravi Mangal, Divya Gopinath, Sinem Getir Yaman, Calum Imrie, Radu Calinescu, Huafeng Yu
2022 J jnl
CoRR
Radu Calinescu, Calum Imrie, Ravi Mangal, Corina S. Pasareanu, Misael Alpizar Santana, Gricel Vázquez
2020 J jnl
Frontiers Neurorobotics
Simón C. Smith, Richard Dharmadi, Calum Imrie, Bailu Si, J. Michael Herrmann
2017 conf
Living Machines
Calum Imrie, J. Michael Herrmann
redb/extractors/pe_extractors/pe_imports.py
← Index redb/extractors/pe_extractors/pe_imports.py python
import inspect
from typing import Any, List, Tuple
from datetime import datetime, timezone

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PEImport


class PEImportExtractor(PEExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.elastic_index = self.index_prefix + "-pe_imports"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_imports(self):
        self.log.debug(inspect.currentframe().f_code.co_name)

        imports_symbols = []
        imports_lib = []
        imports_total = 0
        # pe_import = None
        try:
            directory_entry_import = getattr(self.pe, "DIRECTORY_ENTRY_IMPORT", [])
            imports_total = len(directory_entry_import)
            for entry in directory_entry_import:
                symbols = []
                tmp_import = {}
                libname = entry.dll.decode() if entry.dll else ""
                imports_lib.append(libname)
                # replace . with _ to avoid issues with elastic
                # entryname = entryname.replace(".", "_")
                for symbol in entry.imports:
                    if symbol.name:
                        symbols.append(symbol.name.decode())
                # imports_symbols[entryname] = symbols
                tmp_import[libname] = symbols
                imports_symbols.append(tmp_import)
            return PEImport(
                pe_imports_total=imports_total,
                pe_import_libraryName=imports_lib if imports_lib else None,
                pe_import_functions=imports_symbols if imports_symbols else None,
            )
        except Exception as e:
            self.log.error(f"Extract imports error {self.hash.sha256} Exception: {e}")
        return pe_import

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            return self._extract_imports()
        except Exception as e:
            self.log.error(f"Extract imports error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            imports = self.extract()
            if (
                imports is None
                or imports.pe_imports_total == 0
                or (
                    imports.pe_import_libraryName is None
                    and imports.pe_import_functions is None
                )
            ):
                return None

            # Flatten the data - one row per function import
            data = []
            current_time = datetime.now(timezone.utc)

            for lib_funcs in imports.pe_import_functions:
                for lib, funcs in lib_funcs.items():
                    for func in funcs:
                        data.append(
                            [
                                self.sha256,  # sha256
                                self.md5,  # md5
                                self.sha1,  # sha1
                                lib,  # library_name
                                func,  # function_name
                                current_time,  # analysis_date
                            ]
                        )

            column_names = [
                "sha256",
                "md5",
                "sha1",
                "library_name",
                "function_name",
                "analysis_date",
            ]

            column_type_names = [
                "FixedString(64)",
                "FixedString(32)",
                "FixedString(40)",
                "LowCardinality(Nullable(String))",
                "LowCardinality(Nullable(String))",
                "DateTime64(3, 'UTC')",
            ]

            if not data:
                return None

            return (data, column_names, column_type_names)

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