Carlos N. Silla

30 papers B 4C 12Journal 5Unranked 9
YearRankTypeTitle / Venue / Authors
2025 conf
ICIT
Gustavo Andreas Günther, Pedro Henrique Almeida da Cruz, João Pedro Barcelos de Assis, Carlos N. Silla, Marcelo Eduardo Pellenz, Marco Antônio Simões Teixeira
2024 J jnl
IEEE Trans. Learn. Technol.
Davi Bernardo Silva, Deborah Ribeiro Carvalho, Carlos N. Silla
2024 C conf
FIE
Cláudio Carvilhe, Gláucio H. M. Moro, Anderson Vermonde, Jose G. Noronha Filho, Carlos N. Silla
2023 conf
IWSSIP
Cinthya Oestreich Silva, Renato Tateiwa Suguiy, Carlos N. Silla
2023 conf
IWSSIP
Matheus H. C. Sudul, Rafael de Lima Aguiar, Yandre M. G. Costa, Sheryl Brahnam, Shannon McMurtrey, Loris Nanni, Carlos N. Silla
2023 conf
IWSSIP
Diogo Steinke Deconto, Erick Luiz Fontoura Valenga, Carlos N. Silla
2023 C conf
FIE
Isabela M. Montingelli, Andreia Malucelli, Sheila S. Reinehr, Carlos N. Silla
2023 C conf
FIE
Gláucio H. M. Moro, Cláudio Carvilhe, Bruno C. de Paula, Carlos N. Silla
2023 conf
IWSSIP
João G. Vitório, Alceu de Souza Britto Junior, Yandre M. G. Costa, Carlos N. Silla
2023 conf
IWSSIP
João G. Vitório, Carlos N. Silla
2022 J jnl
Multim. Tools Appl.
Rafael B. Mangolin, Rodolfo Miranda Pereira, Alceu S. Britto Jr., Carlos N. Silla, Valéria Delisandra Feltrim, Diego Bertolini, Yandre M. G. Costa
2021 C conf
BIBE
André L. Jeller Selleti, Carlos N. Silla
2021 C conf
BIBE
Fábio K. H. de Barros, André L. Jeller Selleti, Vinícius A. P. Queiroz, Rodolfo Miranda Pereira, Carlos N. Silla
2021 J jnl
Data Min. Knowl. Discov.
Rodolfo Miranda Pereira, Yandre M. G. Costa, Carlos N. Silla
2021 C conf
FIE
Carlos N. Silla
2021 C conf
FIE
Gláucio H. M. Moro, Anderson Vermonde, Artur Mittelbach, Breno Azevedo, Bruno Campagnolo, Cláudio Carvilhe, Jose G. Noronha Filho, Mauricio Perin, Carlos N. Silla
2020 J jnl
EURASIP J. Audio Speech Music. Process.
Loris Nanni, Yandre M. G. Costa, Rafael de Lima Aguiar, Rafael B. Mangolin, Sheryl Brahnam, Carlos N. Silla
2020 C conf
FIE
Davi Bernardo Silva, Carlos N. Silla
2020 C conf
ISM
Leonardo Gabiato Catharin, Rafael P. Ribeiro, Carlos N. Silla, Yandre M. G. Costa, Valéria Delisandra Feltrim
2020 J jnl
Multim. Tools Appl.
Luciano Mengarelli, Bruno Kostiuk, João G. Vitório, Maicon A. Tibola, William Wolff, Carlos N. Silla
2019 conf
IWSSIP
Gustavo Zanoni Felipe, Rafael de Lima Aguiar, Yandre M. G. Costa, Carlos N. Silla, Sheryl Brahnam, Loris Nanni, Shannon McMurtrey
2019 B conf
ICTAI
Bruno Kostiuk, Yandre M. G. Costa, Alceu de Souza Britto Jr., Xiao Hu, Carlos N. Silla
2019 C conf
FIE
Davi Bernardo Silva, Rafael de Lima Aguiar, Diogo Steinke Dvconlo, Carlos N. Silla
2019 B conf
IJCNN
Rodolfo Miranda Pereira, Yandre M. G. Costa, Rafael de Lima Aguiar, Alceu S. Britto Jr., Luiz E. S. Oliveira, Carlos N. Silla
2018 C conf
FIE
Carlos N. Silla, Andre L. Przybysz, Andriano Rivolli, Thayna Gimenez, Carolina Barroso, Jessika Machado
2018 C conf
FIE
Rodolfo Miranda Pereira, Felippe Fernandes da Silva, Carlos N. Silla
2017 B conf
IJCNN
Diego Guarnieri Correa, Fabrício Enembreck, Carlos N. Silla
2017 B conf
ICTAI
Lucas Martiniano, Carlos N. Silla
2015 conf
SBSI
Joao Vitor F. da Silva, Carlos N. Silla, André Y. Kashiwabara
2015 conf
SBSI
Denilson Fagundes Barbosa, Carlos N. Silla, André Y. Kashiwabara
redb/extractors/macho_extractors/macho_segments.py
← Index redb/extractors/macho_extractors/macho_segments.py python
import hashlib
import inspect
import base64
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.macho_extractor import MachOExtractor
from redb.models.dataclasses import MachOSegment


class MachOSegmentExtractor(MachOExtractor):

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

    def _is_empty_result(self, extracted_data) -> bool:
        """
        Override: Empty segments is an ERROR, not a valid empty case.
        A valid MachO file must have segments (at minimum __PAGEZERO, __TEXT).
        """
        # Always return False - empty segments should be treated as an error
        return False

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

    def _extract_segments_for_arch(self, arch_name):
        """Extract segment information for a specific architecture."""
        self.log.debug(f"Extracting segments for architecture: {arch_name}")
        segments = []

        try:
            # Get segments using new API with architecture parameter
            segments_data = self.macho.get_segments(arch=arch_name)
            if not segments_data:
                return segments

            # Extract segments for this architecture
            for segment in segments_data:
                try:
                    segment_name = segment.get('segname', 'Unknown')

                    # Calculate segment hash
                    segment_data = self._get_segment_data(segment)
                    if segment_data:
                        seg_sha256 = hashlib.sha256(segment_data).hexdigest()
                    else:
                        seg_sha256 = ""

                    # Use entropy already calculated by machofile module, rounded to 3 decimal places
                    seg_entropy = round(segment.get('entropy', 0.0), 3)

                    # Create segment dataclass with architecture info
                    macho_segment = MachOSegment(
                        segment_name=segment_name,
                        segment_vaddr=segment.get('vaddr', 0),
                        segment_vsize=segment.get('vsize', 0),
                        segment_offset=segment.get('offset', 0),
                        segment_size=segment.get('size', 0),
                        segment_max_vm_protection=segment.get('max_vm_protection', 0),
                        segment_initial_vm_protection=segment.get('initial_vm_protection', 0),
                        segment_nsects=segment.get('nsects', 0),
                        segment_flags=segment.get('flags', 0),
                        segment_entropy=seg_entropy,
                        segment_sha256=seg_sha256,
                    )
                    # Add architecture info to the segment
                    macho_segment.architecture = arch_name
                    segments.append(macho_segment)

                except Exception as e:
                    self.log.warning(
                        f'Unable to process segment "{segment.get("segname", "Unknown")}" for architecture {arch_name} in {self.hash.sha256}: {e}'
                    )
                    continue

            return segments

        except Exception as e:
            self.log.error(f"Error extracting MachO segments for architecture {arch_name}: {e}")
            return segments

    def _extract_segments(self):
        """Extract segment information from all architectures in the MachO binary."""
        self.log.debug(inspect.currentframe().f_code.co_name)
        segments = []

        if not self.macho:
            return segments

        try:
            # Get architectures using new API (already parsed in base class)
            architectures = self.macho.get_architectures()
            if not architectures:
                return segments

            # Process each architecture
            for arch_name in architectures:
                arch_segments = self._extract_segments_for_arch(arch_name)
                segments.extend(arch_segments)

            return segments

        except Exception as e:
            self.log.error(f"Error extracting MachO segments: {e}")
            return segments

    def _get_segment_data(self, segment):
        """Get the raw data for a segment."""
        try:
            offset = segment.get('offset', 0)
            size = segment.get('size', 0)
            
            if size == 0:
                return None
            
            # Read segment data from file
            with open(self.filepath, 'rb') as f:
                f.seek(offset)
                return f.read(size)
                
        except Exception as e:
            self.log.warning(f"Error reading segment data: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            segments = self._extract_segments()
            return segments
        except Exception as e:
            self.log.error(f"Error extracting MachO segments: {e}")
            return None

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

            # Get architectures (macho is already parsed in base class)
            try:
                architectures = self.macho.get_architectures()
                is_fat = len(architectures) > 1
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            data = []
            current_time = datetime.now(timezone.utc)

            # Loop through each architecture (1 for single, multiple for FAT)
            for arch_name in architectures:
                # Extract segments for this specific architecture
                segments = self._extract_segments_for_arch(arch_name)
                if not segments:
                    continue

                # Get architecture-specific sha256 and header info
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)

                    # Get raw architecture value
                    arch_header_raw = self.macho.get_macho_header(arch=arch_name)
                    arch_cputype_raw = arch_header_raw.get('cputype', 0) if arch_header_raw else 0
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific data for {arch_name}: {e}")
                    arch_sha256 = self.sha256
                    arch_cputype_raw = 0

                for segment in segments:
                    data.append([
                        arch_sha256,                          # sha256 (architecture-specific)
                        segment.segment_name,                 # segment_name
                        segment.segment_vaddr,                # segment_vaddr
                        segment.segment_vsize,                # segment_vsize
                        segment.segment_offset,               # segment_offset
                        segment.segment_size,                 # segment_size
                        segment.segment_max_vm_protection,    # segment_max_vm_protection
                        segment.segment_initial_vm_protection, # segment_initial_vm_protection
                        segment.segment_nsects,               # segment_nsects
                        segment.segment_flags,                # segment_flags
                        segment.segment_entropy,              # segment_entropy
                        segment.segment_sha256,               # segment_sha256
                        current_time,                         # analysis_date
                    ])

            column_names = [
                'sha256',
                'segment_name', 'segment_vaddr', 'segment_vsize', 'segment_offset',
                'segment_size', 'segment_max_vm_protection', 'segment_initial_vm_protection',
                'segment_nsects', 'segment_flags', 'segment_entropy', 'segment_sha256',
                'analysis_date'
            ]

            if not data:
                return None

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

            return (data, column_names, column_type_names)

        return None

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