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
  • <no title>
  • View page source

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
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