Carlos Borrego

35 papers A 2B 3Misc 1Journal 24Unranked 5
YearRankTypeTitle / Venue / Authors
2024 B conf
MDAI
Julián Salas, Carlos Borrego
2023 J jnl
Sensors
Daniel Graça, Johnny Reis, Carla Gama, Alexandra Monteiro, Vera Rodrigues, Micael Rebelo, Carlos Borrego, Myriam Lopes, Ana Isabel Miranda
2021 conf
WD
Carlos Borrego, Enrique Hernández-Orallo, Pietro Manzoni, Anna Maria Vegni
2021 conf
WD
Miguel Carpio, Sergi Robles, Adrián Sánchez-Carmona, Carlos Borrego
2020 conf
ICOIN
Mari Carmen de Toro, Carlos Borrego
2020 J jnl
CoRR
Mari Carmen de Toro, Carlos Borrego
2020 J jnl
IEEE Commun. Mag.
Carlos Borrego, Marica Amadeo, Antonella Molinaro, Paulo Mendes, Rute C. Sofia, Naércio Magaia, Joan Borrell
2020 J jnl
Pervasive Mob. Comput.
Enrique Hernández-Orallo, Carlos Borrego, Pietro Manzoni, Johann M. Márquez-Barja, Juan-Carlos Cano, Carlos T. Calafate
2020 J jnl
CoRR
Diego Freire, Sergi Robles, Carlos Borrego
2019 J jnl
Ad Hoc Networks
Carlos Borrego, Joan Borrell, Sergi Robles
2019 J jnl
Wirel. Commun. Mob. Comput.
Zhiyuan Li, Jun-lei Bi, Carlos Borrego
2019 J jnl
Ad Hoc Networks
Carlos Borrego, Enrique Hernández-Orallo, Naércio Magaia
2019 J jnl
Comput. Commun.
Carlos Borrego, Joan Borrell, Sergi Robles
2019 J jnl
IEEE Commun. Lett.
Carlos Borrego, Marica Amadeo, Antonella Molinaro, Rutvij H. Jhaveri
2019 B conf
GLOBECOM
Enrique Hernández-Orallo, Carlos Borrego, Carlos Miguel Tavares Calafate, Juan-Carlos Cano
2018 J jnl
IEEE Trans. Veh. Technol.
Naércio Magaia, Carlos Borrego, Paulo Rogério Pereira, Miguel Correia
2017 J jnl
Comput. Networks
Carlos Borrego, Adrián Sánchez-Carmona, Zhiyuan Li, Sergi Robles
2017 B conf
Networking
Naércio Magaia, Carlos Borrego, Paulo Pereira, Miguel Correia
2017 J jnl
Ad Hoc Networks
Carlos Borrego, Gerard Garcia-Vandellós, Sergi Robles
2017 J jnl
J. Netw. Comput. Appl.
Adrián Sánchez-Carmona, Carlos Borrego, Sergi Robles, Gerard Garcia-Vandellós
2016 J jnl
Secur. Commun. Networks
Adrián Sánchez-Carmona, Sergi Robles, Carlos Borrego
2016 J jnl
Comput. Commun.
Adrián Sánchez-Carmona, Sergi Robles, Carlos Borrego
2016 J jnl
Ad Hoc Networks
Adrián Sánchez-Carmona, Sergi Robles, Carlos Borrego
2015 J jnl
Comput. Networks
Carlos Borrego, Sergi Robles, Angela Fabregues, Adrián Sánchez-Carmona
2015 J jnl
Comput. Networks
Adrián Sánchez-Carmona, Sergi Robles, Carlos Borrego
2015 conf
PAAMS (Special Sessions)
Adrián Sánchez-Carmona, Sergi Robles, Carlos Borrego
2015 A conf
AAMAS
Adrián Sánchez-Carmona, Sergi Robles, Carlos Borrego, Gerard Garcia-Vandellós
2015 A conf
AAMAS
Adrián Sánchez-Carmona, Sergi Robles, Carlos Borrego
2014 J jnl
Inf. Sci.
Carlos Borrego, Sergio Castillo, Sergi Robles
2013 J jnl
Inf. Sci.
Carlos Borrego, Sergi Robles
2011 J jnl
Environ. Model. Softw.
Ana Cristina Carvalho, A. Carvalho, Helena Martins, Carlos A. F. Marques, Alfredo Rocha, Carlos Borrego, D. X. Viegas, Ana I. Miranda
2010 conf
3PGCIC
Carlos Borrego, Sergi Robles
2009 Misc conf
PAAMS
Carlos Borrego, Sergi Robles
2006 J jnl
Environ. Model. Softw.
Carlos Borrego, Helena Martins, Oxana Tchepel, L. Salmim, Alexandra Monteiro, Ana I. Miranda
2004 J jnl
Cybern. Syst.
Carlos Borrego, Oxana Tchepel, L. Salmim, Jorge Humberto Amorim, Ana Margarida Costa, J. Janko
README.md
← Index README.md markdown
# redb
RationalEdge Samples DB

A malware analysis framework that extracts features from binary files (PE, ELF, Mach-O, APK) and stores them in ClickHouse for analysis.

## Quick Start

```bash
# Setup
source venv/bin/activate
pip install -r requirements.txt

# Process local files
python start.py --path /path/to/samples --repo test --index_prefix redb
```

## Usage Modes

### Local Mode
Process files from local filesystem:

```bash
# Single file or directory
python start.py --path /path/to/binary --repo test --index_prefix redb

# From a text file with paths (one per line)
python start.py --path /path/to/filelist.txt --repo test --index_prefix redb
```

### S3 Mode
Process samples from S3 storage based on catalog queries:

```bash
# By repository
python start.py --s3 --repo bazaar --index_prefix redb

# By repository with notes filter
python start.py --s3 --repo vx-itw --s3-notes "ITW.0138" --index_prefix redb

# By filetype (magika) - all ELF samples across all repos
python start.py --s3 --magika elf --index_prefix redb

# By filetype with repository filter
python start.py --s3 --repo bazaar --magika elf --index_prefix redb
```

### Date-Based Mode
Process samples by first_seen date from catalog:

```bash
# Single date (all samples first seen on Jan 15, 2025)
python start.py --date 2025-01-15 --index_prefix redb

# Date with repository filter
python start.py --date 2025-01-15 --repo bazaar --index_prefix redb

# Date range (inclusive)
python start.py --range 2025-01-01 2025-01-31 --index_prefix redb

# Date range with repository and notes filters
python start.py --range 2025-01-01 2025-01-31 --repo malshare --s3-notes "batch1" --index_prefix redb

# Date range with filetype filter
python start.py --range 2025-01-01 2025-01-31 --magika pebin --index_prefix redb
```

### S3-Solo Mode
Process a single sample by S3 key:

```bash
python start.py --s3-solo "09/f7/09f7d02a...hash.zip" --index_prefix redb
```

## Analysis Options

### Feature Extraction (default)
Runs all extractors to extract features from binaries:

```bash
python start.py --s3 --repo bazaar --index_prefix redb
```

### Specific Modules
Run only specific extractors:

```bash
python start.py --path /path/to/binary --repo test --index_prefix redb \
    --modules "BasicPropertiesExtractor,PEFeaturesExtractor,HashExtractor"
```

Available modules:
- **General**: `BasicPropertiesExtractor`, `HashExtractor`, `DIEExtractor`, `CAPAExtractor`
- **PE**: `PEFeaturesExtractor`, `PEImportExtractor`, `PEResourceExtractor`, `PEOverlayExtractor`, `PESectionExtractor`, `PESignatureExtractor`, `PEDotNetExtractor`, `PEInconstistencyTestsExtractor`, `PEExtraFindings`
- **ELF**: `ELFFeaturesExtractor`, `ELFSegmentExtractor`, `ELFSectionExtractor`, `ELFDependencyExtractor`, `ELFSymbolExtractor`, `ELFImportExtractor`, `ELFExportExtractor`, `ELFRelocationExtractor`, `ELFNotesExtractor`
- **Mach-O**: `MachOFeaturesExtractor`, `MachOSegmentExtractor`, `MachOImportExtractor`, `MachOExportExtractor`, `MachODylibExtractor`, `MachOSignatureExtractor`, `MachOSimilarityHashExtractor`
- **APK**: `APKFeaturesExtractor`, `APKManifestExtractor`, `APKPermissionsExtractor`, `APKSignatureExtractor`, `APKDexExtractor`, `APKResourceExtractor`, `APKNativeLibExtractor`, `APKInconsistencyTestsExtractor`
- **JavaScript**: `JSFeaturesExtractor`, `JSSuspiciousAPIsExtractor`, `JSStringsExtractor`, `JSDeobfuscationExtractor`, `JSContentExtractor`

**Note:** Using `--modules` with specific extractors respects the normal deduplication check. Add `--force` to reprocess samples already in the database.

### Analyzed Samples Mode
Process samples that are already in the database (from `basic_properties`). Useful for decompiling or re-running specific modules on previously analyzed samples:

```bash
# Decompile all already-analyzed samples that haven't been disassembled yet
python start.py --analyzed --index_prefix redb --decompile

# Decompile only ELF samples that were already analyzed
python start.py --analyzed --magika elf --index_prefix redb --decompile

# Re-run a specific extractor on already-analyzed samples
python start.py --analyzed --index_prefix redb --modules "MachOFeaturesExtractor"

# Force decompile ALL analyzed samples (even already-disassembled ones)
python start.py --analyzed --index_prefix redb --decompile --force

# Re-run a specific decompiler module on only already-disassembled samples
python start.py --analyzed --index_prefix redb --decompile --rerun --decompile-modules cfg
```

When combined with `--decompile`, the `--analyzed` flag has three behaviors:

| Flags | Source | Description |
|-------|--------|-------------|
| `--analyzed --decompile` | `basic_properties` minus `disassembled` | New samples only (first-time decompilation) |
| `--analyzed --decompile --force` | All of `basic_properties` | Re-run everything from scratch (e.g., new binja version) |
| `--analyzed --decompile --rerun` | Only `disassembled` table | Re-run on already-disassembled samples only (e.g., updated CFG module) |

The `--rerun` flag is particularly useful with `--decompile-modules` to selectively re-run a single module without reprocessing the full pipeline.

### Force Reprocessing
By default, samples already in the database are skipped. Use `--force` to reprocess them:

```bash
# Force full reprocessing of all samples
python start.py --s3 --repo bazaar --index_prefix redb --force

# Re-run a specific extractor on already-processed samples
python start.py --s3 --repo bazaar --index_prefix redb --modules "MachOFeaturesExtractor" --force

# Force YARA rescan (e.g., after updating rules)
python start.py --s3 --magika elf --index_prefix redb --yara --force
```

`--force` works across all modes: feature extraction, decompilation, and YARA scanning. ReplacingMergeTree handles deduplication, so reprocessed data cleanly replaces existing rows.

### Decompilation Mode
Run Binary Ninja decompilation only:

```bash
python start.py --s3 --repo bazaar --index_prefix redb --decompile
```

#### Selective Decompiler Modules
Run only specific decompiler sub-modules instead of the full pipeline:

```bash
# Run only strings extraction (fastest - skips per-function analysis)
python start.py --s3 --repo bazaar --index_prefix redb --decompile --decompile-modules strings

# Run disassembly and CFG analysis only
python start.py --s3 --repo bazaar --index_prefix redb --decompile --decompile-modules disassembly,cfg

# Run multiple modules
python start.py --s3 --repo bazaar --index_prefix redb --decompile --decompile-modules decompilation,disassembly,llil
```

Available decompiler modules:
- **decompilation** — High-level IL (HLIL) decompiled output → `code_binja_decompiled_functions_*` tables
- **disassembly** — Low-level assembly representation → `code_binja_disassembled_functions_*` tables
- **cfg** — Control flow graph analysis → `code_binja_cfg_functions` table
- **llil** — Low-level intermediate language → `code_binja_llil_functions_*` tables
- **strings** — Binary string extraction → `code_binja_strings_raw` table

**IOC extraction** runs automatically when `decompilation` or `strings` is selected (it consumes their in-memory results). It is skipped for modules like `cfg` or `disassembly` that don't produce IOC-relevant data.

Default is `all` (runs every module). Requires `-d/--decompile` flag.

### YARA Scanning
Run YARA rules against samples:

```bash
# YARA scanning only (skips already-scanned samples by default)
python start.py --s3 --magika elf --index_prefix redb --yara

# Force rescan all samples (e.g., after updating YARA rules)
python start.py --s3 --magika elf --index_prefix redb --yara --force

# Feature extraction + YARA scanning combined
python start.py --s3 --repo bazaar --index_prefix redb --with-yara
```

By default, `--yara` skips samples that already have matches in the `yara_matches` table. Use `--force` to rescan everything (e.g., after updating YARA rules).

### Dry Run Mode
Print results instead of uploading to database:

```bash
python start.py --path /path/to/binary --repo test --index_prefix redb --dry-run
```

## Environment Variables

See `.env.example` for all configuration options:

| Variable | Description |
|----------|-------------|
| `CLICKHOUSE_HOST` | ClickHouse server host |
| `CLICKHOUSE_PORT` | ClickHouse server port (default: 8123) |
| `CLICKHOUSE_USER` | ClickHouse username |
| `CLICKHOUSE_PASSWORD` | ClickHouse password |
| `S3_ENDPOINT` | S3/MinIO endpoint |
| `S3_ACCESS_KEY` | S3 access key |
| `S3_SECRET_KEY` | S3 secret key |
| `S3_BUCKET` | S3 bucket name |
| `INDEX_PREFIX` | Table prefix for ClickHouse (default: redb) |
| `SUPPORTED_FORMATS` | File formats to query (default: `['pebin']`) |
| `BATCH_SIZE` | Files per batch (default: 1000) |
| `REDB_TIMEOUT` | Worker timeout in seconds (default: 600) |
| `DECOMPILE_WORKER_TIMEOUT` | Decompile timeout (default: 2700) |

## Filtering Options Summary

| Option | Description | Standalone | With --repo | With --date/--range |
|--------|-------------|------------|-------------|---------------------|
| `--repo` | Filter by repository | Required for --s3 (unless --magika) | - | Optional |
| `--s3-notes` | Filter by notes field | No | Yes | Yes |
| `--magika` | Filter by filetype | Yes (queries all repos) | Yes | Yes |
| `--date` | Filter by single date | Yes | Yes | - |
| `--range` | Filter by date range | Yes | Yes | - |
| `--analyzed` | Process already-analyzed samples | Yes | N/A | N/A |