M. Anwar Ma'sum

26 papers Journal 5Unranked 21
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
M. Anwar Ma'sum, Mahardhika Pratama, Igor Skrjanc
2025 J jnl
CoRR
M. Anwar Ma'sum, Mahardhika Pratama, Savitha Ramasamy, Lin Liu, Habibullah Habibullah, Ryszard Kowalczyk
2022 J jnl
ICT Express
Naili Suri Inthizami, M. Anwar Ma'sum, Machmud Roby Alhamidi, Ahmad Gamal, Ronni Ardhianto, Kurnianingsih, Wisnu Jatmiko
2022 J jnl
ICT Express
P. Riskyana Dewi Intan, M. Anwar Ma'sum, Machmud Roby Alhamidi, Kurnianingsih, Wisnu Jatmiko
2021 J jnl
IEEE Access
Wisnu Jatmiko, Andry Sunandar, M. Sakti Alvissalim, Muhammad Iqbal Tawakal, M. Febrian Rachmadi, M. Anwar Ma'sum, Hanif Arif Wisesa, Toshio Fukuda
2020 conf
IWBIS
Kezia Irene, M. Anwar Ma'sum, Reyhan Eddy Yunus, Wisnu Jatmiko
2019 conf
ACIRS
Nur Hamid, Ari Wibisono, M. Anwar Ma'sum, Ahmad Gamal, Roni Ardhianto, Aniati Murni Arymurthy, Wisnu Jatmiko
2019 conf
IWBIS
P. Riskyana Dewi Intan, M. Anwar Ma'sum, Noverina Alfiany, Wisnu Jatmiko, Aria Kekalih, Alhadi Bustamam
2019 conf
IWBIS
M. Anwar Ma'sum, P. Riskyana Dewi Intan, Wisnu Jatmiko, Adila Alfa Krisnadhi, Noor Akhmad Setiawan, I Made Agus Dwi Suarjaya
2019 conf
ACIRS
Noverina Alfiany, Nur Hamid, Grafika Jati, M. Anwar Ma'sum, Wisnu Jatmiko
2019 conf
ACIRS
M. Anwar Ma'sum, Wisnu Jatmiko
2019 conf
IWBIS
Indra Hermawan, M. Anwar Ma'sum, P. Riskyana Dewi Intan, Wisnu Jatmiko, Budi Wiweko, Alfred Boediman, Beno K. Pradekso
2017 conf
IWBIS
Valdi Rachman, M. Anwar Ma'sum
2017 conf
IWBIS
M. Anwar Ma'sum, Dewa Made Sri Arsa, Novian Habibie, Wisnu Jatmiko
2017 conf
MHS
Novian Habibie, Aditya Murda Nugraha, Ahmad Zaki Anshori, M. Anwar Ma'sum, Wisnu Jatmiko
2017 conf
IWBIS
Dewa Made Sri Arsa, M. Anwar Ma'sum, Muhammad Febrian Rachmadi, Wisnu Jatmiko
2017 conf
MHS
Sumarsih Condroayu Purbarani, Hadaiq Rolis Sanabila, M. Anwar Ma'sum, Wisnu Jatmiko
2017 conf
MHS
M. Anwar Ma'sum, I Gede Wahyu Surya Dharma, Dewa Made Sri Arsa, Wisnu Jatmiko, Setiadi Yazid, Aniati Murni Arymurthy
2016 conf
IWBIS
Wisnu Jatmiko, Dewa Made Sri Arsa, Hanif Arif Wisesa, Grafika Jati, M. Anwar Ma'sum
2016 conf
IWBIS
Hanif Arief Wisesa, M. Anwar Ma'sum, Ari Wibisono
2016 conf
IWBIS
Ilham Kusuma, M. Anwar Ma'sum, Novian Habibie, Wisnu Jatmiko, Heru Suhartanto
2016 conf
IWBIS
M. Anwar Ma'sum, Wisnu Jatmiko, Heru Suhartanto
2016 conf
IWBIS
Hanif Arief Wisesa, M. Anwar Ma'sum, Petrus Mursanto, Andreas Febrian
2015 conf
MHS
M. Anwar Ma'sum, N. Rahmah, Hadaiq Rolis Sanabila, Hanif Arif Wisesa, Wisnu Jatmiko
2013 conf
MHS
M. Anwar Ma'sum, Grafika Jati, M. Kholid Arrofi, Adi Wibowo, Petrus Mursanto, Wisnu Jatmiko
2011 conf
MHS
Faris Al Afif, M. Febrian Rachmadi, Adi Wibowo, Wisnu Jatmiko, Petrus Mursanto, M. Anwar Ma'sum
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 |