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Feature Matrix

Comprehensive feature table summarizing all capabilities, modules, and functionalities of the Quantis platform.

Table of Contents

Core Features

Feature Short description Module / File CLI flag / API Example (path) Notes
FastAPI Backend High-performance async API framework code/api/app.py uvicorn api.app:app API Docs Production-ready REST API
Microservices Architecture Independent, scalable services infrastructure/ Docker Compose, K8s Architecture API, ML, Data services
Real-time WebSocket Bidirectional client-server communication code/api/endpoints/websocket.py ws://host/ws/* WebSocket Example Notifications, live updates
Async Task Queue Background job processing with Celery code/api/tasks.py Celery workers - Model training, data processing
Database Abstraction SQLAlchemy ORM with multiple DB support code/api/database.py DATABASE_URL - PostgreSQL, MySQL, SQLite
Caching Layer Redis-based caching for performance code/api/database.py REDIS_URL - Session storage, rate limiting

Authentication & Security

Feature Short description Module / File CLI flag / API Example (path) Notes
JWT Authentication Secure token-based auth code/api/endpoints/auth.py POST /auth/login Auth Example Access & refresh tokens
Two-Factor Auth (MFA) TOTP-based 2FA code/api/endpoints/auth.py POST /auth/mfa/enable - QR code generation
Role-Based Access Control Granular permission system code/api/models.py User roles - Admin, User, ReadOnly
API Key Management Service authentication code/api/endpoints/auth.py POST /auth/api-keys - For service-to-service
Rate Limiting Request throttling per user/endpoint code/api/middleware/auth.py Automatic - Configurable limits
Password Hashing bcrypt password security code/api/endpoints/auth.py Automatic - Secure password storage
Session Management Multi-session support with tracking code/api/models.py /auth/sessions - Device tracking, logout
Audit Logging Complete action audit trail code/api/models.py GET /monitoring/audit-logs - Compliance, security
CORS Protection Configurable cross-origin code/api/app.py CORS_ORIGINS - Production security
Input Validation Pydantic schema validation code/api/schemas.py Automatic - Prevents injection attacks

Data Management

Feature Short description Module / File CLI flag / API Example (path) Notes
Dataset Upload Multi-format data ingestion code/api/endpoints/datasets.py POST /datasets/upload Upload Example CSV, Parquet, JSON, Excel
Dataset Management CRUD operations for datasets code/api/endpoints/datasets.py /datasets/* - Create, read, update, delete
Data Statistics Automated data profiling code/api/endpoints/datasets.py GET /datasets/{id}/stats - Rows, columns, types, nulls
Data Preview Sample data viewing code/api/endpoints/datasets.py GET /datasets/{id}/preview - Paginated data samples
Data Download Export processed datasets code/api/endpoints/datasets.py GET /datasets/{id}/download - Download in original format
Data Processing ETL and transformation pipeline code/data/process_data.py data_processor.sh - Scaling, encoding, features
Feature Engineering Automated feature creation code/data/process_data.py DataEngine.create_temporal_features() - Rolling windows, lags
Data Validation Schema and quality checks code/data/process_data.py Automatic - Missing values, types
Dask Integration Parallel data processing code/data/process_data.py Automatic - Large dataset support

Machine Learning Models

Feature Short description Module / File CLI flag / API Example (path) Notes
LSTM Models Long Short-Term Memory networks code/models/train_model.py model_type="lstm" LSTM Example Time series forecasting
Temporal Fusion Transformer Advanced time series model code/models/train_model.py model_type="tft" - Attention-based forecasting
Random Forest Ensemble tree-based learning API endpoint model_type="random_forest" - Classification, regression
XGBoost Gradient boosting framework API endpoint model_type="xgboost" - High-performance ML
Model Training Async training with progress tracking code/api/endpoints/models.py POST /models/{id}/train Training Example GPU support, checkpointing
Hyperparameter Tuning Automated optimization code/models/hyperparameter_tuning/optimize.py - - Grid search, Bayesian opt
Model Versioning Track model iterations code/api/models.py Automatic - Version history, rollback
Model Registry Centralized model catalog code/api/endpoints/models.py GET /models - Search, filter, compare
Model Comparison Side-by-side performance code/api/endpoints/models.py GET /models/compare - Multi-model evaluation
Model Metrics Performance evaluation code/api/endpoints/models.py GET /models/{id}/metrics - Accuracy, MAE, MSE, R²
MLflow Integration Experiment tracking code/models/mlflow_tracking.py MLFLOW_TRACKING_URI - Metrics, params, artifacts
Model Export Save trained models code/models/train_model.py Automatic - Joblib, PyTorch formats
AWS Deployment Cloud model serving code/models/aws_deploy.py - - SageMaker integration

Prediction Services

Feature Short description Module / File CLI flag / API Example (path) Notes
Single Prediction Real-time inference code/api/endpoints/prediction.py POST /predict Prediction Example Low-latency predictions
Batch Prediction Bulk inference processing code/api/endpoints/prediction.py POST /predict/batch - Process multiple inputs
Prediction History Track all predictions code/api/endpoints/prediction.py GET /predictions/history - Audit trail, analysis
Prediction Stats Aggregated analytics code/api/endpoints/prediction.py GET /predictions/stats - Volume, confidence, timing
Model Health Check Validate model status code/api/endpoints/prediction.py GET /models/{id}/health - Drift detection, validation
Confidence Scoring Prediction reliability metric code/api/endpoints/prediction.py Automatic - Per-prediction confidence
Execution Timing Performance monitoring code/api/endpoints/prediction.py Automatic - Latency tracking

Financial Services

Feature Short description Module / File CLI flag / API Example (path) Notes
Transaction Management Financial transaction CRUD code/api/endpoints/financial.py POST /financial/transactions - Deposits, withdrawals, trades
Transaction Approval Workflow approval system code/api/endpoints/financial.py POST /transactions/{id}/approve - Multi-level approval
Financial Summary Portfolio overview code/api/endpoints/financial.py GET /financial/financial-summary - Balance, totals, pending
NPV Calculation Net present value code/api/endpoints/financial.py POST /financial/calculate-npv - Investment analysis
Interest Calculation Compound interest code/api/endpoints/financial.py POST /financial/calculate-interest - Loan, savings calculations
Compliance Limits Transaction limits code/api/endpoints/financial.py GET /compliance/limits - Regulatory compliance
Multi-Currency Currency support code/api/endpoints/financial.py Currency field - USD, EUR, GBP, etc.

Monitoring & Analytics

Feature Short description Module / File CLI flag / API Example (path) Notes
System Health Check Overall system status code/api/endpoints/monitoring.py GET /monitoring/health - Service availability
System Statistics Resource utilization code/api/endpoints/monitoring.py GET /monitoring/stats - CPU, memory, disk
Prometheus Metrics Time-series metrics code/api/app.py GET /metrics - Request rates, latencies
Grafana Dashboards Visual monitoring monitoring/grafana_dashboards/ Grafana UI - Pre-built dashboards
Model Monitoring ML performance tracking monitoring/model_monitor.py Automatic - Drift detection, KL divergence
Prediction Analytics Inference insights code/api/endpoints/monitoring.py GET /analytics/predictions - Volume, accuracy trends
Model Analytics Training metrics code/api/endpoints/monitoring.py GET /analytics/models - Training duration, success rate
Audit Logs Complete action history code/api/endpoints/monitoring.py GET /monitoring/audit-logs - User actions, API calls
Custom Metrics User-defined metrics code/api/endpoints/monitoring.py POST /monitoring/metrics - Business KPIs
Log Aggregation Structured logging code/api/app.py structlog - JSON logs, easy parsing
Alert System Notification on events code/api/endpoints/notifications.py WebSocket, Email - System alerts, model events

API Features

Feature Short description Module / File CLI flag / API Example (path) Notes
OpenAPI/Swagger Docs Interactive API documentation code/api/app.py /docs, /redoc API Docs Auto-generated, always current
RESTful Design Standard HTTP methods All endpoints GET/POST/PUT/DELETE - Consistent API patterns
Pagination Efficient large result sets All list endpoints ?skip=0&limit=100 - Offset-based pagination
Filtering & Sorting Query parameters List endpoints ?filter=value&sort=field - Flexible data retrieval
Versioning API version control code/api/app.py /api/v1/* - Backward compatibility
Error Handling Consistent error responses code/api/app.py Automatic - Standard error format
Request Validation Input sanitization All endpoints Pydantic - Type safety, auto-docs
Response Models Typed responses All endpoints Pydantic - Guaranteed structure
Middleware Request/response processing code/api/middleware/ Automatic - Auth, CORS, logging
Compression Gzip response compression code/api/app.py Automatic - Reduced bandwidth

Infrastructure Features

Feature Short description Module / File CLI flag / API Example (path) Notes
Docker Support Containerized deployment infrastructure/docker-compose.yml docker-compose up Docker Guide Multi-service stack
Kubernetes Ready Orchestration manifests infrastructure/kubernetes/ kubectl apply K8s Guide Production-grade
Terraform IaC Cloud infrastructure as code infrastructure/terraform/ terraform apply - AWS, Azure, GCP
Ansible Automation Configuration management infrastructure/ansible/ ansible-playbook - Server provisioning
CI/CD Pipeline GitHub Actions workflow .github/workflows/cicd.yml Automatic - Test, build, deploy
Multi-Environment Dev, staging, prod configs infrastructure/kubernetes/environments/ Environment-specific - Isolated deployments
Health Checks Container liveness/readiness K8s manifests Automatic - Self-healing deployments
Auto-Scaling Horizontal pod autoscaling K8s HPA Automatic - Traffic-based scaling
Load Balancing Request distribution K8s Service Automatic - High availability
Secret Management Secure credential storage K8s Secrets kubectl create secret - Encrypted at rest

Frontend Features

Feature Short description Module / File CLI flag / API Example (path) Notes
React SPA Single-page application web-frontend/ npm start - Modern UI framework
TypeScript Type-safe JavaScript web-frontend/src/ Automatic - Better developer experience
Redux Toolkit State management web-frontend/src/ Integrated - Predictable state
D3.js Charts Data visualization web-frontend/src/ Components - Custom chart types
TradingView Financial charts web-frontend/src/ Integration - Professional trading charts
Responsive Design Mobile-friendly UI All components Automatic - Works on all devices
Dark Mode Theme switching UI settings Toggle - Eye-friendly interface
Real-time Updates WebSocket integration WebSocket client Automatic - Live notifications
Form Validation Client-side validation React forms Automatic - Immediate feedback
PWA Support Progressive web app Service worker Automatic - Offline capabilities