dmesh-sdk 0.8.0

dmesh SDK

dmesh-sdk

A native asynchronous SDK, provided as a part of dmesh-core for managing open data product and open data contract standards. dmesh-sdk provides the core abstractions and persistence layers needed to implement the Open Data Mesh standard.

🚀 Key Features

• Async First: Built from the ground up for high-performance asynchronous operations using asyncio and psycopg3.
• Idempotent Operations: Safely publish and update data products and contracts.
• Validation: Built-in JSON Schema validation for Data Product and Data Contract specifications.
• Pluggable Architecture: Easily switch between storage backends (In-memory for testing, PostgreSQL for production).
• Factory-based Initialization: Simplified setup for complex repository configurations.

📦 Installation

pip install dmesh-sdk

🛠️ Quick Start

In-Memory persistency

import asyncio
from dmesh.sdk import AsyncSDK, RepositoryFactory

async def main():
    # Initialize an In-Memory repository for testing
    factory = RepositoryFactory().create(db_type="memory")
    
    # Use the SDK as an asynchronous context manager
    async with AsyncSDK(factory) as sdk:
        # Register a data product (idempotent)
        dp_spec = {
            "domain": "finance",
            "name": "ledger"
        }

        dp = await sdk.put_data_product(dp_spec)
        stored_dp = await sdk.get_data_product(dp['id'])
        print(f"Registered Data Product ID: {stored_dp['id']}")
        print(f"Data Product: {stored_dp}")
        dc_spec = {}
        dc = await sdk.put_data_contract(dc_spec, stored_dp['id'])
        stored_dc = await sdk.get_data_contract(dc['id'])
        print(f"Registered Data Contract ID: {stored_dc['id']}")
        print(f"Data Contract: {stored_dc}")

if __name__ == "__main__":
    asyncio.run(main())    

Registered Data Product ID: ba781283-1f14-5db2-a3f3-ce330da2c6dd
Data Product: {'domain': 'finance', 'name': 'ledger', 'apiVersion': 'v1.0.0', 'kind': 'DataProduct', 'version': 'v1.0.0', 'status': 'draft', 'id': 'ba781283-1f14-5db2-a3f3-ce330da2c6dd'}
Registered Data Contract ID: b9ee4bd2-205d-5eb8-8e13-1f9ee1f6ea26
Data Contract: {'id': 'b9ee4bd2-205d-5eb8-8e13-1f9ee1f6ea26', 'apiVersion': 'v3.1.0', 'kind': 'DataContract', 'version': 'v1.0.0', 'status': 'draft', 'dataProduct': 'ledger', 'domain': 'finance'}

Postgres persistency

To use the PostgreSQL backend, you need a running database.

Option 1: Fast Docker Run (Simplest)

Run a standalone Postgres instance:

docker run --name dmesh-postgres -e POSTGRES_PASSWORD=postgres -e POSTGRES_USER=postgres -e POSTGRES_DB=postgres -p 5432:5432 -d postgres:16

Option 2: Docker Compose (Monorepo)

If you have the full dmesh-core repository, you can use the included docker-compose.yml:

docker-compose up -d db

Configuration

Before running the code below, ensure your environment variables are set (either in a .env file or exported in your shell):

DMESH_DB__HOST=localhost
DMESH_DB__PORT=5432
DMESH_DB__USER=postgres
DMESH_DB__PASSWORD=postgres
DMESH_DB__NAME=postgres

import asyncio
import selectors
from dmesh.sdk import AsyncSDK, RepositoryFactory, get_settings

async def main():
    # Load settings from config service
    settings = get_settings()

    # Initialize an In-Memory repository for testing
    factory = RepositoryFactory().create_from_settings(db_type="postgres", settings=settings)
    
    # Use the SDK as an asynchronous context manager
    async with AsyncSDK(factory) as sdk:
        # Register a data product (idempotent)
        dp_spec = {
            "domain": "finance",
            "name": "ledger"
        }

        dp = await sdk.put_data_product(dp_spec)
        stored_dp = await sdk.get_data_product(dp['id'])
        print(f"Registered Data Product ID: {stored_dp['id']}")
        print(f"Data Product: {stored_dp}")
        dc_spec = {}
        dc = await sdk.put_data_contract(dc_spec, stored_dp['id'])
        stored_dc = await sdk.get_data_contract(dc['id'])
        print(f"Registered Data Contract ID: {stored_dc['id']}")
        print(f"Data Contract: {stored_dc}")

if __name__ == "__main__":
    # Ensure correct loop factory for Windows if needed, though run() usually handles it
    asyncio.run(main(), loop_factory=lambda: asyncio.SelectorEventLoop(selectors.SelectSelector()))

📖 Related Projects

• dmesh-cli: Command-line interface for managing your data mesh.
• dmesh-api: REST API (FastAPI based) server for data mesh orchestration.
• dmesh-viewer: Web-based interface for data mesh visualization.

📄 License

This project is licensed under the Apache 2.0 License. See the LICENSE file for details.