FH-SWF MLOPS
Architecture-Overview:
1. Introduction and Goals
2. Constraints
3. Context and Scope
4. Solution Strategy
5. Building Block View
6. Runtime View
7. Deployment View
8. Crosscutting Concepts
9. Architecture Decisions
10. Quality Requirements
11. Risks and Technical Debt
12. Glossary
Services:
Data-Processor
Streamlit-UI
Pipeline-API
FH-SWF MLOPS
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Architecture-Overview
1. Introduction and Goals
1.1 Task Description
1.2 Quality-Target
1.3 Stakeholders
2. Constraints
2.1 Technical
2.2 Organization
3. Context and Scope
3.1 Adult Income Context
3.2 Technical Context
4. Solution Strategy
4.1 Guiding Principles
4.2 Architectural Approach
4.3 Technology Stack
4.4 Risk Management
5. Building Block View
5.1 Overview of Building Blocks
5.2 Detailed Breakdown of Components
6. Runtime View
7. Deployment View
7.1 Infrastructure Overview
7.2 Deployment Diagram
7.3 Network and Hosting Details
7.4 Deployment Process
7.5 Scaling and Future Improvements
8. Crosscutting Concepts
8.1 Security and Authentication
8.2 Observability and Monitoring
8.3 Logging and Tracing
8.4 Configuration Management
8.5 Scalability and Resilience
8.6 Continuous Integration and Deployment (CI/CD)
8.7 Data Versioning and Management
9. Architecture Decisions
9.1 FastAPI for Backend Services
9.2 Deployment Strategy: Docker
9.3 Database Choice: PostgreSQL
9.4 Storage: MinIO as S3-Compatible Object Store
9.5 Monitoring & Logging: Prometheus + Grafana + Loki
9.5 CI/CD Strategy: GitHub Actions for Automation
9.6 API Gateway & Reverse Proxy: Nginx
10. Quality Requirements
11. Risks and Technical Debt
11.1 Risks
11.2 Technical Debt
12. Glossary