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        "description": "# Dynamatic\n\nDynamatic is a python library for working with DynamoDB. It is NOT an ORM. It sits somewhere between the low-level [boto3](https://github.com/boto/boto3) library (on which Dynamatic is based) and high-level ORMs like [PynamoDB](https://github.com/pynamodb/PynamoDB).\n\n## Motivation\n\nFirst, I was inspired by [this blog post](https://www.trek10.com/blog/dynamodb-single-table-relational-modeling/) which was inspired by [this excellent re:Invent 2018 session by Rick Houlihan](https://youtu.be/HaEPXoXVf2k) about how to properly model data in DynamoDB for efficiency and scale.\n\nSecond, I did not want an ORM. ORMs like PynamoDB package their own methods of defining object schemas but there are already excellent libraries out there like [Pydantic](https://github.com/samuelcolvin/pydantic) or [Marshmallow](https://github.com/marshmallow-code/marshmallow). They also tend to impose traditional relational database patterns (like Active Record) that do not scale well.\n\nThird, boto3 is a great library but its DynamoDB API is painfully low-level and not particularly \"Pythonic\". Working with advanced features like [Update Expressions](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/Expressions.UpdateExpressions.html) and [Projection Expressions](https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/Expressions.ProjectionExpressions.html) is complex and unintutive.\n\nSo this library aims to be a happy medium: Providing enough abstraction and \"developer ergonomics\" to get up and running with DynamoDB quickly, while not getting in the way with high-level ORM features.\n\n## Installation\n\nDynamatic requires Python 3.6 or later. You can install it via pip.\n\n```bash\npip install dynamatic\n```\n\n## Usage\n\nTODO! Documentation and usage examples coming soon!\n\n## Contributing\n\nPull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.\n\nPlease make sure to update tests as appropriate.\n\n## License\n\n[MIT](https://choosealicense.com/licenses/mit/)\n\n\n",
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