John Patrick TeruelandCopilot
aa4dd497e2
- Complete dual-layer architecture for fraud detection - Phase 1: Docker Compose infrastructure (Kafka, Zookeeper, Redis) - Phase 2: Mock ML models (Layer 1 fast, Layer 2 deep) - Phase 3: FastAPI transaction ingestion with JWT auth - Phase 4: Kafka consumer pipeline with feature extraction - Phase 5: Test transaction producer with demo scenarios - Phase 6: Clean code structure and comprehensive documentation - Phase 7: End-to-end validation and demo readiness Demonstrates key system design patterns: - Microservices architecture with decoupled components - Asynchronous event processing via Kafka - Tiered decision-making (fast path vs deep analysis) - Resilience patterns (circuit breaker for graceful degradation) - Behavioral profiling with Redis caching Ready for academic demonstration with clear pipeline observability. Co-authored-by: Copilot <[email protected]>
56 lines
1.2 KiB
YAML
56 lines
1.2 KiB
YAML
version: "3.8"
|
|
|
|
services:
|
|
zookeeper:
|
|
image: confluentinc/cp-zookeeper:7.5.0
|
|
environment:
|
|
ZOOKEEPER_CLIENT_PORT: 2181
|
|
ZOOKEEPER_TICK_TIME: 2000
|
|
ports:
|
|
- "2181:2181"
|
|
networks:
|
|
- payguard-network
|
|
|
|
kafka:
|
|
image: confluentinc/cp-kafka:7.5.0
|
|
depends_on:
|
|
- zookeeper
|
|
ports:
|
|
- "9092:9092"
|
|
environment:
|
|
KAFKA_BROKER_ID: 1
|
|
KAFKA_ZOOKEEPER_CONNECT: zookeeper:2181
|
|
KAFKA_ADVERTISED_LISTENERS: PLAINTEXT://kafka:29092,PLAINTEXT_HOST://localhost:9092
|
|
KAFKA_LISTENER_SECURITY_PROTOCOL_MAP: PLAINTEXT:PLAINTEXT,PLAINTEXT_HOST:PLAINTEXT
|
|
KAFKA_INTER_BROKER_LISTENER_NAME: PLAINTEXT
|
|
KAFKA_OFFSETS_TOPIC_REPLICATION_FACTOR: 1
|
|
KAFKA_AUTO_CREATE_TOPICS_ENABLE: "true"
|
|
networks:
|
|
- payguard-network
|
|
healthcheck:
|
|
test: kafka-broker-api-versions --bootstrap-server localhost:9092
|
|
interval: 10s
|
|
timeout: 5s
|
|
retries: 5
|
|
|
|
redis:
|
|
image: redis:7.2-alpine
|
|
ports:
|
|
- "6379:6379"
|
|
networks:
|
|
- payguard-network
|
|
healthcheck:
|
|
test: redis-cli ping
|
|
interval: 10s
|
|
timeout: 5s
|
|
retries: 5
|
|
volumes:
|
|
- redis_data:/data
|
|
|
|
volumes:
|
|
redis_data:
|
|
|
|
networks:
|
|
payguard-network:
|
|
driver: bridge
|