Containerize fraud detection consumer - full Docker integration
- Added consumer/Dockerfile with all dependencies - Updated consumer pipeline.py to use environment variables - Updated features.py and decision.py to support env var configuration - Updated docker-compose.yml to include consumer service - Consumer now runs automatically with 'docker compose up' - Proper Kafka and Redis networking for Docker - Environment variables for ML_MODELS_DIR, KAFKA_BROKER, REDIS_HOST/PORT Now entire PayGuard system runs with: docker compose up -d Co-authored-by: Copilot <[email protected]>
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FROM python:3.11-slim
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WORKDIR /app
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# Install system dependencies
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RUN apt-get update && apt-get install -y --no-install-recommends \
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gcc \
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&& rm -rf /var/lib/apt/lists/*
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# Copy requirements from root
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COPY requirements.txt /tmp/
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# Copy models module (includes __init__.py with class definitions and .pkl files)
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COPY models /app/ml_models
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# Copy consumer code
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COPY consumer/ /app/
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# Install Python dependencies
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RUN pip install --no-cache-dir -r /tmp/requirements.txt
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# Set environment for Docker network and models location
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ENV KAFKA_BROKER=kafka:29092
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ENV REDIS_URL=redis://redis:6379
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ENV ML_MODELS_DIR=/app/ml_models
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ENV PYTHONPATH=/app:/app/ml_models
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# Run the consumer pipeline
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CMD ["python3", "pipeline.py"]
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