## Documentation for Kamiwaza 0.9.0

Kamiwaza is a modular, multi-layered platform designed for scalability, flexibility, and enterprise-grade performance. This document provides a high-level overview of its key architectural components and the technologies that power them.

## System Architecture Diagram  
The diagram below illustrates the layered architecture of the Kamiwaza platform, from the underlying infrastructure to the user-facing applications. Each layer provides a distinct set of capabilities, creating a robust and maintainable system.

### Consumes

### Built On

### Runs On

#### Orchestration & Compute Foundation
- Ray Serve
- Docker Swarm
- Hardware / Cloud

#### Core Infrastructure Services
- Traefik Router
- CockroachDB
- etcd Cluster

#### Kamiwaza Services Layer
- Microservices
- Authentication
- Model Repository
- Model Serving
- Vector Databases
- Data Catalog
- FastAPI Gateway

#### Application Layer
- Kamiwaza Frontend: The primary web-based user interface for managing the platform.
- Client SDK: A Python SDK for programmatically interacting with Kamiwaza's APIs.
- App Garden: A platform for discovering and deploying pre-packaged AI applications and services.

## Architecture Layers

### 🌐 Application Layer  
This is where users and developers interact with Kamiwaza.

### 🎯 Kamiwaza Services Layer  
The core business logic of the platform, exposed via a central API gateway.

### 🛠️ Core Infrastructure Services  
The essential backend services that support the entire platform.

### 🔧 Orchestration & Compute Foundation  
The base layer that provides the compute resources and orchestration to run everything else.

## Technology Stack  
| Category  | Technologies  |
| ---  | ---  |
| **Backend**  | Python 3.10, FastAPI, Ray, SQLAlchemy, Pydantic  |
| **Frontend**  | React 18, Material-UI, Tailwind CSS, Axios  |
| **Databases**  | CockroachDB, Milvus, Qdrant, etcd  |
| **Infrastructure**  | Docker Swarm, Traefik, DataHub, JupyterHub  |
