ducttapedb 2025.1.17.1

Persist pydantic models and query NoSQL-like. Convenient model management and storage.

🛠️ DuctTapeDB

DuctTapeDB is a lightweight, SQLite-powered solution designed for quickly persisting and searching Pydantic models. Whether you're working on non-technical projects or building fast prototypes with FastAPI, DuctTapeDB provides a simple and intuitive way to store and manage your data.

Originally created for a hobby project, DuctTapeDB has evolved into a powerful tool for rapid development, with a focus on ease of use and integration. 🚀

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Why Use DuctTapeDB?

• Pydantic-Centric: Effortlessly store and search Pydantic models without additional setup.
• FastAPI-Ready: Perfect for creating CRUD APIs in minutes.
• Lightweight: Powered by SQLite—works out-of-the-box, no server required.
• Async and Sync Support:
  • HookLoopDB (Async): Feature-rich and optimized for modern async workflows.
  • DuctTapeDB (Sync): A straightforward synchronous option, with plans to align features across both modes.
• Dataloss Safety and Optimism:
  • SafetyTapeDB (Async):
    • Optimistic Locking: Automatically version updates.
    • Soft Deletes: Built-in support for marking records as deleted without losing data.
    • Automatic Timestamps: Tracks created_at and updated_at for all records.

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Features

• Simple Persistence: Automatically save and retrieve Pydantic models with minimal code.
• Advanced Querying: Query data using JSON fields and SQL expressions.
• Soft Deletes: Mark records as deleted while keeping them recoverable.
• Restore Functionality: Easily restore soft-deleted records by ID.
• Automatic Timestamps: Tracks record creation and updates with created_at and updated_at.
• Async and Sync Options: Use what fits your project best.
• FastAPI Integration: Quickly build APIs with CRUD functionality.
• SQLite-Powered: Works anywhere—no need for additional infrastructure.

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Installation

Install DuctTapeDB using pip:

pip install ducttapedb

For examples using FastAPI and FastUI, ensure you also install the required dependencies:

pip install fastapi fastui pydantic

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Quickstart

1. Define Your Pydantic Model

from ducttapedb import SafetyTapeModel

class Item(SafetyTapeModel):
    name: str
    description: str
    price: float
    in_stock: bool

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2. Create a Database

from ducttapedb import SafetyTapeTable

# Create an async SQLite database
async def setup_database():
    table = await SafetyTapeTable.create_file("items", "items.db")
    await table.initialize()
    Item.set_table(table)

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3. Perform CRUD Operations

Create

item = Item(name="Widget", description="A useful widget", price=19.99, in_stock=True)
await item.save()

Read

retrieved_item = await Item.from_id(item.id)
print(retrieved_item)

Query

items_in_stock = await Item.models_from_db(order_by="json_extract(data, '$.price') ASC")
print(items_in_stock)

Soft Delete and Restore

await item.soft_delete()
await item.restore()
# or restore by id
await Item.restore_from_id(item.id)

Delete

await item.delete()

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Using with FastAPI

You can quickly spin up a CRUD API using DuctTapeDB with FastAPI. Here's how:

1. Run the Example API:

   • Install dependencies:

     pip install fastapi fastui pydantic
     

   • Start the development server:

     fastapi dev examples\api\main.py
     

2. Navigate to: http://127.0.0.1:8000/docs for the interactive API documentation, or to http://127.0.0.1:8000 for a very simple FastUI table and a form to insert items.

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More Examples

Other examples included in this repo:

1. Inserts with a timer going:

   • Install dependencies:

     python examples\async_inserts\example.py 
     

   • You should see stats printed as it inserts and retrieves rows with the async HookLoopModel

2. Query and Order by JSON Fields:

   • Query records where a JSON field matches a value:

     items_with_high_priority = await Item.models_from_db(
         filter_sql="json_extract(data, '$.priority') = ?",
         filter_params=["high"]
     )
     

   • Order records by a JSON field:

     items_ordered_by_price = await Item.models_from_db(
         order_by="json_extract(data, '$.price') DESC"
     )
     

3. More examples planned

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Roadmap

• Align features across HookLoopDB (Async) and DuctTapeDB (Sync).
• Add more advanced querying capabilities.
• Simplify relationships and data normalization.
• Add more convenience features.

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Contributing

Contributions are welcome! If you encounter bugs or have feature requests, feel free to open an issue on GitHub.

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License

DuctTapeDB is licensed under the MIT License. See the LICENSE file for more details.

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Let me know if you'd like any additional tweaks! 🚀