Whether you're building a recommendation system, a semantic search engine, or any application requiring text similarity comparisons, postgresml-django streamlines your workflow and enhances your Django projects with the power of PostgresML.

Here's a simple example of how to use postgresml-django with a Django model:

In this example, we define a`Document` model with a`text` field and a`text_embedding` VectorField. The VectorField automatically generates embeddings for the`text` field using the specified transformer. The`vector_search` method allows for easy similarity searches based on these embeddings.

There are ton of reasons we are excited for this release but they can all be summarized by two main points: