Gqlalchemy

Features and improvements
- Added `SIMILAR` operator to query builder (https://github.com/memgraph/gqlalchemy/pull/304)
- Better documented how to load CSV from a remote location: to load CSV from a remote location, provide a URL as a path (https://github.com/memgraph/gqlalchemy/pull/305)
- You can now add relationship properties in many-to-many mapping when importing a CSV file (https://github.com/memgraph/gqlalchemy/pull/306)
- Added getter and setter for Memgraph storage modes (https://github.com/memgraph/gqlalchemy/pull/309)
- Added `get_transactions()` and `terminate_transactions()` methods for easier transaction management (https://github.com/memgraph/gqlalchemy/pull/310)
- Added support for `ZonedDateTime` data type (https://github.com/memgraph/gqlalchemy/pull/312)

Updates

- Support `pydantic` versions >= 2.3.0, < 3.0.0 (https://github.com/memgraph/gqlalchemy/pull/298)
- Support `pymgclient` versions >= 1.3.1, < 2.0.0 , `neo4j` versions >= 4.4.3, < 5.0.0, `pytest-flake8` versons >= 1.0.7, < 2.0.0 (https://github.com/memgraph/gqlalchemy/pull/299)

Features and improvements

- Added `get_or_create()` metod for `Node` and `Relationship` to simplify merging nodes and relationships (https://github.com/memgraph/gqlalchemy/pull/244)
- Added spelling fixes (https://github.com/memgraph/gqlalchemy/pull/251)
- Turned `docker` into an optional dependency (https://github.com/memgraph/gqlalchemy/pull/279)

Bug fixes

- Fixed typing for `get_triggers` method (https://github.com/memgraph/gqlalchemy/pull/260)

Updates

- Added support for Python 3.11 on Linux (https://github.com/memgraph/gqlalchemy/pull/281)
- Added support for Python 3.10 on Windows (https://github.com/memgraph/gqlalchemy/pull/281)
- Relaxed `neo4j` dependency (https://github.com/memgraph/gqlalchemy/pull/263/files)
- Bumped `pydantic` to v2 (https://github.com/memgraph/gqlalchemy/pull/278)

**Special thanks to all our outside contributors for their efforts!** 👏

!!! note
We are hoping to have full support for Python 3.11 soon. Please [open an issue](https://github.com/memgraph/gqlalchemy/issues) if you have any blockers with the current update.

Features and improvements

- Installing and testing GQLAlchemy is now easier because Apache Arrow, PyTorch Geometric and DGL dependencies have been made optional. [235](https://github.com/memgraph/gqlalchemy/pull/235)

Bug fixes

- Removed unnecessary extra argument in the call of the `escape_value` method and fixed a bug in query creation for the `Map` property type. [198](https://github.com/memgraph/gqlalchemy/pull/198/files)

Features and improvements

- Data from Memgraph can now be [imported from](reference/gqlalchemy/transformations/importing/graph_importer.md) and [exported to](reference/gqlalchemy/transformations/export/graph_transporter.md) `NetworkX`, `DGL` and `PyG` graph formats. [215](https://github.com/memgraph/gqlalchemy/pull/215)
- Now you can execute procedures from query modules on a subgraph [using the project feature](how-to-guides/query-builder/graph-projection.md). [210](https://github.com/memgraph/gqlalchemy/pull/210)
- Now you can pass values from Python variables as parameters in Cypher queries. [217](https://github.com/memgraph/gqlalchemy/pull/217)
- Besides BSF, DSF and WSHORTEST, now you can also run the All shortest paths algorithm with GQLAlchemy. [200](https://github.com/memgraph/gqlalchemy/pull/200)

Bug fixes

- Added initial support for NumPy arrays (`ndarray`) and scalars (`generic`) [208](https://github.com/memgraph/gqlalchemy/pull/208)