Hajar El Hammouti

50 papers A* 1B 8C 1Misc 1Journal 23Unranked 16
YearRankTypeTitle / Venue / Authors
2026 A* conf
AAAI
Zaid Hadach, Hajar El Hammouti, El Houcine Bergou, Adnane Saoud
2025 J jnl
IEEE Access
Latifa Errami, El Houcine Bergou, Hajar El Hammouti
2025 J jnl
CoRR
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2025 B conf
SMC
Giuseppe Silano, Daniel Bonilla Licea, Hajar El Hammouti, Martin Saska
2025 J jnl
CoRR
Giuseppe Silano, Daniel Bonilla Licea, Hajar El Hammouti, Martin Saska
2025 Misc conf
ICASSP
Abdoul Karim A. H. Saliah, Hajar El Hammouti, Daniel Bonilla Licea
2025 J jnl
CoRR
Abdoul Karim A. H. Saliah, Hajar El Hammouti, Daniel Bonilla Licea
2025 conf
NETYS
Ouiame Marnissi, Karim Boubouh, Hajar El Hammouti, El Houcine Bergou, Robert Basmadjian
2025 J jnl
IEEE Open J. Commun. Soc.
Mouhamed Naby Ndiaye, Hajar El Hammouti, El Houcine Bergou
2025 J jnl
CoRR
Zaid Hadach, Hajar El Hammouti, El Houcine Bergou, Adnane Saoud
2025 J jnl
IEEE Commun. Mag.
Daniel Bonilla Licea, Giuseppe Silano, Hajar El Hammouti, Mounir Ghogho, Martin Saska
2025 J jnl
CoRR
Giuseppe Silano, Daniel Bonilla Licea, Hajar El Hammouti, Mounir Ghogho, Martin Saska
2024 J jnl
IEEE Open J. Commun. Soc.
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2024 B conf
WCNC
Mouhamed Naby Ndiaye, El Houcine Bergou, Hajar El Hammouti
2024 conf
INFOCOM (Workshops)
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2024 conf
VTC Spring
Hajar El Hammouti, Adnane Saoud, Asma Ennahkami, El Houcine Bergou
2024 B conf
GLOBECOM
Daniel Bonilla Licea, Hajar El Hammouti, Giuseppe Silano, Martin Saska
2024 J jnl
CoRR
Daniel Bonilla Licea, Hajar El Hammouti, Giuseppe Silano, Martin Saska
2024 J jnl
CoRR
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2024 conf
VTC Fall
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2024 conf
VTC Spring
Abdoul Karim A. H. Saliah, Doha Hamza, Hajar El Hammouti, Jeff S. Shamma, Mohamed-Slim Alouini
2024 J jnl
CoRR
Daniel Bonilla Licea, Giuseppe Silano, Hajar El Hammouti, Mounir Ghogho, Martin Saska
2024 B conf
WCNC
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2024 J jnl
CoRR
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2023 conf
VTC Fall
Mouhamed Naby Ndiaye, El Houcine Bergou, Hajar El Hammouti
2023 J jnl
CoRR
Mouhamed Naby Ndiaye, El Houcine Bergou, Hajar El Hammouti
2023 conf
ICC Workshops
Mouhamed Naby Ndiaye, El Houcine Bergou, Hajar El Hammouti
2023 J jnl
CoRR
Mouhamed Naby Ndiaye, El Houcine Bergou, Hajar El Hammouti
2022 B conf
GLOBECOM
Mouhamed Naby Ndiaye, El Houcine Bergou, Mounir Ghogho, Hajar El Hammouti
2021 J jnl
CoRR
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2021 J jnl
CoRR
Doha Hamza, Hajar El Hammouti, Jeff S. Shamma, Mohamed-Slim Alouini
2021 J jnl
IEEE Internet Things J.
Hajar El Hammouti, Doha Hamza, Basem Shihada, Mohamed-Slim Alouini, Jeff S. Shamma
2019 B conf
WCNC
Hajar El Hammouti, Mustapha Benjillali, Basem Shihada, Mohamed-Slim Alouini
2019 J jnl
Computing
Hajar El Hammouti, Loubna Echabbi, Rachid El Azouzi
2019 J jnl
IEEE Trans. Wirel. Commun.
Hajar El Hammouti, Mustapha Benjillali, Basem Shihada, Mohamed-Slim Alouini
2019 J jnl
IEEE Netw.
Sara Arabi, Hajar El Hammouti, Essaid Sabir, Halima Elbiaze, Mohammed Sadik
2018 conf
GLOBECOM Workshops
Hajar El Hammouti, Mounir Ghogho, Syed Ali Raza Zaidi
2018 conf
UNet
Hajar El Hammouti, Mounir Ghogho
2018 B conf
GLOBECOM
Sara Handouf, Essaid Sabir, Hajar El Hammouti, Mohammed Sadik
2018 J jnl
CoRR
Hajar El Hammouti, Mustapha Benjillali, Basem Shihada, Mohamed-Slim Alouini
2018 conf
WF-IoT
Sara Arabi, Hajar El Hammouti, Essaid Sabir, Halima Elbiaze, Mohammed Sadik
2017 conf
CCNC
Hajar El Hammouti, Essaid Sabir, Hamidou Tembine
2017 B conf
WiOpt
Hajar El Hammouti, Rachid El Azouzi, Francesco De Pellegrini, Essaid Sabir, Loubna Echabbi
2017 conf
UNet
Hajar El Hammouti, Essaid Sabir, Hamidou Tembine
2016 J jnl
CoRR
Hajar El Hammouti, Essaid Sabir, Hamidou Tembine
2016 conf
ICC
Hajar El Hammouti, Essaid Sabir, Loubna Echabbi, Rachid El Azouzi
2015 conf
UNet
Hajar El Hammouti, Loubna Echabbi, Yann Ben Maissa
2015 conf
SITA
Hajar El Hammouti, Loubna Echabbi, Yann Ben Maissa
2015 C conf
WINCOM
Hajar El Hammouti, Mustapha Benjillali, Loubna Echabbi
2014 conf
NetGCooP
Hajar El Hammouti, Loubna Echabbi
Docker-README.md
← Index Docker-README.md markdown
# REDB Docker Setup

This document describes the Docker containerization for the REDB malware analysis framework.

## Overview

REDB has been containerized as a single unified image that supports both feature extraction and decompilation analysis. The container is stateless, processes files from S3 or local mounts, and exports results to ClickHouse database or via API callbacks.

## Architecture

- **Single Unified Container**: One image handles both feature extraction and decompilation
- **Runtime Tool Installation**: Tools (CAPA, DIE, Binary Ninja) installed at runtime from host snapshots
- **Stateless Processing**: No persistent storage required between runs
- **Multiple Invocation Modes**: Supports `--nomad-job`, `--s3`, `--s3-solo`, and `--path` modes
- **External Dependencies**: Connects to external ClickHouse and S3 services

## Files Structure

```
├── Dockerfile                 # Single unified container definition
├── docker-build.sh            # Build script with Docker Desktop bug workaround
├── docker-push.sh             # Push script to registry
├── test-docker.sh             # Container testing script
├── test-nomad.sh              # Nomad job mode testing
├── .dockerignore              # Build context exclusions
└── scripts/
    └── setup-and-run.sh       # Runtime tool setup entrypoint
```

## Tool Installation Strategy

The container uses a **runtime installation** approach:

1. **Base Image**: Contains Python dependencies and REDB code
2. **Runtime Setup**: `scripts/setup-and-run.sh` configures tools at container start
3. **Host Snapshots**: Binary Ninja installed from `/opt/binaryninja` if available
4. **System Tools**: CAPA and DIE expected at `/usr/bin/capa` and `/usr/bin/nfdc`

## Build and Run

### 1. Build Container

```bash
# Build unified image
./docker-build.sh

# Manual build
docker build --platform linux/amd64 -f Dockerfile -t redb:latest .
```

### 2. Run Modes

#### Nomad Job Mode (Primary)
```bash
# Feature extraction
docker run --rm \
  -e JOB_ID="analysis_001" \
  -e S3_KEY="samples/malware.exe" \
  -e S3_BUCKET="malware-bucket" \
  -e WORKER_TYPE="feature_extraction" \
  -e CALLBACK_URL="https://api.example.com/callbacks" \
  -e ANALYSIS_MODULES="BasicPropertiesExtractor,PEFeaturesExtractor" \
  -e CLICKHOUSE_HOST="clickhouse.example.com" \
  -e S3_ENDPOINT="s3.example.com" \
  -e S3_ACCESS_KEY="your-key" \
  -e S3_SECRET_KEY="your-secret" \
  redb:latest python3 start.py --nomad-job

# Decompilation (same container, different flags)
docker run --rm \
  -e JOB_ID="analysis_002" \
  -e S3_KEY="samples/malware.exe" \
  -e S3_BUCKET="malware-bucket" \
  -e WORKER_TYPE="decompilation" \
  -e CALLBACK_URL="https://api.example.com/callbacks" \
  -e ANALYSIS_MODULES="all" \
  -v /opt/binaryninja:/opt/binaryninja:ro \
  redb:latest python3 start.py --nomad-job --decompile
```

#### S3 Solo Mode
```bash
# Process single sample by S3 key (standard sharded path)
docker run --rm \
  -e S3_BUCKET="samples-bucket" \
  -e CLICKHOUSE_HOST="clickhouse.example.com" \
  -e S3_ENDPOINT="s3.example.com" \
  -e INDEX_PREFIX="redb" \
  -e REPO="test-analysis" \
  redb:latest python3 start.py --s3-solo "09/f7/09f7d02a3c2382199458c98a62b045145ee54ab6aba86166aecf3d10c3c1444c.zip"

# Process private sample (with prepath)
docker run --rm \
  -e S3_BUCKET="samples-bucket" \
  -e CLICKHOUSE_HOST="clickhouse.example.com" \
  -e S3_ENDPOINT="s3.example.com" \
  -e INDEX_PREFIX="redb" \
  -e REPO="test-analysis" \
  redb:latest python3 start.py --s3-solo "private/ab/cd/abcd1234567890abcdef1234567890abcdef1234567890abcdef123456.zip"
```

#### Local Files Mode
```bash
# Mount local samples
docker run --rm \
  -v /path/to/samples:/samples:ro \
  -v ./logs:/app/logs \
  -e CLICKHOUSE_HOST="clickhouse.example.com" \
  redb:latest python3 start.py --path /samples --repo local_test --index_prefix redb
```

## Environment Variables

### Required for Nomad Job Mode
- `JOB_ID` - Unique job identifier
- `S3_KEY` - S3 object key for sample
- `S3_BUCKET` - S3 bucket name
- `WORKER_TYPE` - "feature_extraction" or "decompilation"
- `CALLBACK_URL` - API endpoint for results
- `ANALYSIS_MODULES` - Comma-separated extractor list or "all"

### Database Configuration
- `CLICKHOUSE_HOST` - ClickHouse server hostname
- `CLICKHOUSE_PORT` - Port (default: 8123)
- `CLICKHOUSE_USER` - Database user (default: default)
- `CLICKHOUSE_PASSWORD` - Database password
- `CLICKHOUSE_DATABASE` - Database name (default: default)

### S3 Configuration
- `S3_ENDPOINT` - S3 endpoint URL
- `S3_ACCESS_KEY` - S3 access key
- `S3_SECRET_KEY` - S3 secret key
- `S3_SECURE` - "true" or "false" for HTTPS

### Processing Configuration
- `INDEX_PREFIX` - Database table prefix (default: redb)
- `REPO` - Repository identifier for this analysis batch
- `BATCH_SIZE` - Processing batch size (default: 10)
- `REDB_TIMEOUT` - Analysis timeout in seconds (default: 300)

### Tool Timeouts
- `CAPA_TIMEOUT` - CAPA analysis timeout (default: 300)
- `DIE_TIMEOUT` - DIE analysis timeout (default: 180)
- `BINJA_TIMEOUT` - Binary Ninja timeout (default: 1200)
- `DECOMPILE_EXTRACTOR_TIMEOUT` - Decompilation timeout (default: 2580)

## Binary Ninja Setup

For decompilation capabilities, mount Binary Ninja from host:

```bash
# Mount Binary Ninja installation
-v /opt/binaryninja:/opt/binaryninja:ro

# Mount license file
-v /path/to/license.dat:/home/analyzer/.binaryninja/license.dat:ro
```

The container will automatically detect and configure Binary Ninja at runtime.

## Registry Deployment

### Push to Registry
```bash
# Tag and push
./docker-push.sh

# Or manually
docker tag redb:latest your-registry/redb:latest
docker push your-registry/redb:latest
```

### Pull and Run
```bash
docker pull your-registry/redb:latest
docker run your-registry/redb:latest python3 start.py --nomad-job
```

## Testing

### Container Functionality Test
```bash
# Test with S3 key (standard sharded path)
./test-docker.sh "09/f7/09f7d02a3c2382199458c98a62b045145ee54ab6aba86166aecf3d10c3c1444c.zip"

# Test with private sample S3 key
./test-docker.sh "private/ab/cd/abcd1234567890abcdef1234567890abcdef1234567890abcdef123456.zip"
```

### Nomad Job Architecture Test
```bash
# Test Nomad job mode
./test-nomad.sh
```

## Development

### Interactive Container
```bash
# Debug container interactively
docker run -it --entrypoint /bin/bash redb:latest

# Check tool availability
docker run --rm redb:latest which python3
docker run --rm redb:latest ls -la /usr/bin/capa
```

### Build Troubleshooting

The build script includes workarounds for Docker Desktop bugs:

```bash
# If build hangs at "exporting to image", press Ctrl+C
# The image will still be created and tagged automatically
./docker-build.sh
```

### Container Logs
```bash
# View logs from mounted directory
docker run -v ./logs:/app/logs redb:latest python3 start.py --path /samples
tail -f logs/*.txt
```

## Production Notes

### Resource Requirements
- **Memory**: 2-4GB recommended (8GB for decompilation)
- **CPU**: 2+ cores recommended
- **Disk**: Minimal (stateless container)
- **Network**: Access to ClickHouse and S3 services

### Security
- Container runs as non-root user `analyzer` (UID 1000)
- Sample files should be mounted read-only
- No persistent state between container runs
- Isolated processing environment for malware analysis

### Deployment Architecture

This container is designed for:
- **Nomad job dispatch**: Single-use containers processing one sample each
- **Kubernetes jobs**: Batch processing with external orchestration
- **CI/CD pipelines**: Automated analysis in build systems
- **Development**: Local testing and debugging

The unified container approach means the same image handles both feature extraction and decompilation - the difference is only in the command-line flags used when starting the container.