Files
corestate/services/ml-optimizer/requirements.txt
Wiktor d89118eb70 feat: complete full-fledged mobile app and comprehensive system improvements
## Major Features Added:

### 📱 Complete Native Mobile App
- Full Android app with Material 3 design and Jetpack Compose
- Dashboard, Backup, Files, and Settings screens with rich functionality
- Biometric authentication, file management, and real-time sync
- Modern UI components and navigation with proper state management
- Comprehensive permissions and Android manifest configuration

### 🚀 Enhanced CI/CD Pipelines
- 7 comprehensive GitHub workflows with proper testing and deployment
- Multi-language support (Kotlin, Rust, Python, Node.js, Scala)
- Security scanning with Trivy, CodeQL, Semgrep, and infrastructure validation
- Performance testing with automated benchmarking and reporting
- ML training pipeline with model validation and artifact management

### 🏗️ Production-Ready Infrastructure
- Complete Terraform configuration with VPC, EKS, security groups, IAM
- Kubernetes deployments with proper resource management and health checks
- Service mesh integration with Prometheus monitoring
- Multi-environment support with secrets management

### 🤖 Advanced ML Capabilities
- Enhanced anomaly detection with Variational Autoencoders and Isolation Forest
- Sophisticated backup prediction with ensemble methods and temporal features
- 500+ lines of production-ready ML code with proper error handling
- Model serving infrastructure with fallback mechanisms

### 🔧 Complete Microservices Architecture
- 5 new production-ready services with Docker containers:
  - Compression Engine (Rust) - Multi-algorithm compression optimization
  - Deduplication Service (Python) - Content-defined chunking
  - Encryption Service (Node.js) - Advanced cryptography and key management
  - Index Service (Kotlin) - Elasticsearch integration for fast search
  - Enhanced existing services with comprehensive dependency management

### 📊 System Improvements
- Removed web dashboard in favor of full mobile app
- Enhanced build configurations across all services
- Comprehensive dependency updates with security patches
- Cross-platform mobile support (Android + iOS KMP ready)

## Technical Details:
- 91 files changed: 9,459 additions, 2,600 deletions
- Modern Android app with Hilt DI, Room, Compose, WebRTC, gRPC
- Production infrastructure with proper security and monitoring
- Advanced ML models with ensemble approaches and feature engineering
- Comprehensive CI/CD with security scanning and performance testing
2025-07-23 02:55:21 +02:00

84 lines
1.3 KiB
Plaintext

# Core ML and data science libraries
scikit-learn==1.3.2
pandas==2.1.3
numpy==1.24.4
scipy==1.11.4
# Deep learning
tensorflow==2.14.0
torch==2.1.1
torchvision==0.16.1
# Data visualization
matplotlib==3.8.2
seaborn==0.13.0
plotly==5.17.0
# Model persistence and job management
joblib==1.3.2
pickle5==0.0.11
# Data processing
pyarrow==14.0.1
fastparquet==2023.10.1
openpyxl==3.1.2
# API and web framework
fastapi==0.104.1
uvicorn[standard]==0.24.0
pydantic==2.5.0
# Database connectivity
psycopg2-binary==2.9.9
redis==5.0.1
sqlalchemy==2.0.23
# gRPC support
grpcio==1.59.3
grpcio-tools==1.59.3
protobuf==4.25.1
# Monitoring and logging
prometheus-client==0.19.0
structlog==23.2.0
# Configuration and environment
python-dotenv==1.0.0
pyyaml==6.0.1
toml==0.10.2
# Time series analysis
statsmodels==0.14.0
tslearn==0.6.2
# Hyperparameter optimization
optuna==3.4.0
hyperopt==0.2.7
# Model validation and metrics
mlflow==2.8.1
wandb==0.16.0
# Testing
pytest==7.4.3
pytest-cov==4.1.0
pytest-asyncio==0.21.1
# Code quality
black==23.11.0
flake8==6.1.0
isort==5.12.0
mypy==1.7.1
# Security
cryptography==41.0.7
bcrypt==4.1.1
# Async support
aiofiles==23.2.1
aioredis==2.0.1
# Development tools
ipython==8.17.2
jupyter==1.0.0
notebook==7.0.6