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Changelog

All notable changes to this project will be documented in this file.

The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.

Unreleased

0.10.2 - 2025-11-04

Fixed

  • Move torch import inside s2vec related functions to avoid import errors when torch is not installed

0.10.1 - 2025-10-22

Fixed

  • S2Regionalizer failing with geopandas >= 1.0.0 #558

0.10.0 - 2025-10-07

Added

  • Open Benchmark for Spatial Representations (OBSR) - added benchmark module with 7 public datasets, implemented by the Kraina AI team (@mskaa3, @Repcak00, @Kubson900, @SzymonLeszkiewicz, @ofurman)
  • New optional dependency group: datasets
  • Weight-based examples sorting in documentation with mkdocs-nav-weight plugin

Changed

  • Reduced line-length in example notebooks from 100 to 88
  • Improved typing in the codebase

0.9.9 - 2025-09-26

Added

  • S2Vec model as an S2VecEmbedder implemented by @hubkrieb, proposed by Google Research team (Choudhury et al.)
  • timm to optional dependencies for S2VecEmbedder

Changed

  • Locked gtfs-kit version to 0.6.*

Fixed

  • Added __all__ const to spatial split module

0.9.8 - 2025-09-04

Added

  • New spatial splitting logic for machine learning model training

Changed

  • Bumped minimal overturemaestro version to 0.5.0

Fixed

  • Enabled CountEmbedder to parse dataframes with indexes other than string type #537

0.9.7 - 2025-05-21

Added

  • Option to pass trainer_kwargs to Gtfs2VecEmbedder's fit and fit_transform functions

Fixed

  • Change CRS setting for GeoDataFrame in OSMPbfLoader

0.9.6 - 2025-04-06

Added

  • Functions convert_to_regions_gdf and convert_to_features_gdf to transform any existing geo input to an object with the correct index name

0.9.5 - 2025-02-23

Fixed

  • Catched OSMnx InsufficientResponseError in OSMOnlineLoader

0.9.4 - 2025-02-16

Fixed

  • Saving expected target features in GeoVexEmbedder

0.9.3 - 2025-02-10

Added

  • Option to change default aggregation in ContextualCountEmbedder from average to median, sum, min or max

0.9.2 - 2025-02-03

Added

  • Option to change inherited parameter count_subcategories in Hex2VecEmbedder and GeoVexEmbedder

Changed

  • OvertureMapsLoader docstring with regards to count_subcategories parameter
  • Reduced memory footprint in CountEmbedder by using Arrow's zero-copy protocol

0.9.1 - 2025-01-27

Changed

  • Refactored ContextualCountEmbedder progress bar and multiprocessing implementation

0.9.0 - 2025-01-26

Added

  • OvertureMapsLoader for loading features from Overture Maps datasets

Changed

  • Replaced all union_all calls with unary_union() in GeoPandas context
  • Transform logic in CountEmbedder to work with new boolean based features dataframes from Overture Maps Loader
  • Changed IntersetionJoiner logic to use STRTree index instead of sjoin function
  • Refactored CountEmbedder to work on the lazy execution engine from the polars library

0.8.4 - 2025-01-04

Added

  • Option to pass verbosity_mode to OsmPbfLoader

Changed

  • Default OSM download source from Geofabrik to any
  • Replaced deprecated function calls from the QuackOSM library

0.8.3 - 2025-01-01

Fixed

  • Removed GTFS feed validation for gtfs-kit versions >= 10.0.0

0.8.2 - 2024-12-30

Fixed

  • Changed polygon creation in spherical voronoi algorithm to avoid rounding error on vertices

0.8.1 - 2024-12-30

Fixed

  • Made code compliant with osmnx's new 2.0.0 release in OsmOnlineLoader

0.8.0 - 2024-12-28

Warning

This release was yanked. Please use the 0.8.1 release instead.

Fixed

  • Made code compliant with osmnx's new 2.0.0 release #473
  • Made code compliant with h3ronpy's new 0.22.0 release #471

0.7.8 - 2024-12-28

Changed

  • Set max h3ronpy version to <0.22.0 (implemented by @bouzaghrane)
  • Set max osmnx version to <2.0.0

Fixed

  • Removed a list comprehension in geometry related operations (implemented by @ebonnal)

0.7.7 - 2024-09-25

Changed

  • Bumped minimal QuackOSM version to 0.11.0

0.7.6 - 2024-08-29

Fixed

  • Changed a typo in the BASE_OSM_GROUPS_FILTER (implemented by @starsep)

Added

  • Added methods for saving and loading fittable GeoVexEmbedder (implemented by @sabman and @mhassanch) #457

0.7.5 - 2024-06-04

Fixed

  • Changed H3 regionalization logic from IntersectsBoundary to Covers to properly assign H3 regions to geometries smaller than an H3 cell

0.7.4 - 2024-05-05

Added

  • Support for Python 3.12 after upgrading QuackOSM to 0.7.0 and DuckDB to 0.10.2

Changed

  • Refactored ContextualCountEmbedder by adding multiprocessing for faster transformations

0.7.3 - 2024-04-21

Changed

  • Make geofabrik the default download source for OSMPbfLoader

0.7.2 - 2024-04-20

Changed

  • Update tooling
  • Remove Black in favour of Ruff format

Added

  • Conform to PEP 561

0.7.1 - 2024-04-17

Fixed

  • Issue caused by the change in the h3-py library 4.0.0b3 #431

0.7.0 - 2024-02-02

Added

  • Support for BBBike download service.
  • Option to merge a list of OSM tags filters into a single one.

Changed

  • Refactored PbfFileHandler to use QuackOSM library instead of osmium and GDAL #405
  • Changed the default pbf download source from protomaps download service to any.

Removed

  • PbfFileLoader and moved its logic to QuackOSM library.
  • Support for protomaps download service.
  • PbfFileClipper (unnecessary after geospatial filtering has been incorporated into refactored PbfFileHandler) #405.
  • PbfFileHandler (unnecessary after moving away from osmium implementation).

Fixed

  • Bugs in GTFS Loader: missing index name and NaN handling (implemented by @zackAemmer).

0.6.2 - 2023-12-28

Added

  • CI release via GitHub Actions
  • Set up docs style for having code examples from docstrings.
  • Automatic warnings filtering inside VoronoiRegionalizer.

Changed

  • Added option to parse MultiPolygon geometries in srai.geometry.remove_interiors function.

0.6.1 - 2023-11-12

Added

  • Start writing examples in docstrings.

Changed

  • Change documentation rendering style.

Fixed

  • Expose functions in h3 module.

0.6.0 - 2023-11-02

Changed

  • Update code to use Python 3.9 syntax.

Removed

  • Support for Python 3.8.

0.5.2 - 2023-10-29

Added

  • Geofabrik and OSM Fr index caching and reading from cache to avoid reloading.
  • Tests for Windows OS.

Changed

  • PbfFileClipper temporary files operations moved to working directory.

0.5.1 - 2023-10-27

Added

  • Option for CountEmbedder and every other descendant embedder to use OsmTagsFilter and GroupedOsmTagsFilter as input to expected_output_features parameter.

Changed

  • Modified GEOFABRIK_LAYERS definition to make more precise building tag values list by applying all accepted and popular tag values from tagsinfo.

0.5.0 - 2023-10-26

Added

  • GeoVex model as a GeoVexEmbedder implemented by @mschrader15, proposed by @ddonghi & @annemorvan
  • Buffer geometries using H3 cells by @mschrader15
  • Option for OSMLoaders to parse any Shapely geometry, not only GeoDataFrames.

0.4.1 - 2023-10-23

Changed

  • Added more verbosity to the AdministrativeBoundaryRegionalizer.

Fixed

  • Added automatic features count clearing in PbfFileHandler after operation.
  • Added directory creation before saving OSM extracts index file.

0.4.0 - 2023-10-21

Added

  • PbfFileClipper for cutting bigger osm.pbf files into smaller sizes for faster operations. Included clipping inside PbfFileDownloader for new bigger extracts sources. #369

Changed

  • Bumped h3ronpy library to 0.18.0 with added support for MacOS. Removed override with check for H3 operations if system is darwin. Changed internal API to use ContainmentMode.
  • Refactored OSMLoader's GroupedOsmTagsFilter features grouping to be faster by refactoring pandas operations #354
  • Sped up VoronoiRegionalizer by removing redundant intersection operations and vectorizing ecdf2geodetic calculations #351
  • Sped up ContextualCountEmbedder by removing iteration over dataframe rows and vectorizing operations to work at a whole numpy array at once #359
  • Added Geofabrik and OpenStreetMap.fr PBF extracts download services. Added automatic switch from default protomaps download service to geofabrik on error. #158 #366

0.3.3 - 2023-08-13

Changed

  • Modified OSMPbfLoader intersection logic.
  • Changed default tiles style for plotting.plot_numeric_data function.

0.3.2 - 2023-08-12

Changed

  • Migrated the repository ownership from srai-lab to kraina-ai.
  • Improved speed of OSMPbfLoader by moving intersection step to the end.
  • Changed API and improved plotting.plot_numeric_data function.
  • Changed AdministrativeBoundaryRegionalizer loading speed.

Fixed

  • Added checks for osmnx 1.5.0 version with deprecated geometry module.

0.3.1 - 2023-08-09

Fixed

  • Repaired bug with VoronoiRegionalizer and wrong polygon orientation.

0.3.0 - 2023-08-08

Added

  • include_center parameter to Neighbourhoods #288
  • __version__ entry to library API. #305
  • srai.h3 module with functions for translating list of h3 cells into shapely polygons and calculating local ij coordinates.

Changed

  • Refactored H3Regionalizer to be faster using h3ronpy library #311
  • BREAKING! Renamed NetworkType to OSMNetworkType and made it importable directly from srai.loaders #227
  • BREAKING! Renamed osm_filter_type and grouped_osm_filter_type into OsmTagsFilter and GroupedOsmTagsFilter #261
  • Removed osmnx dependency version cap #303
  • BREAKING! Removed utils module #128
    • srai.utils._optional moved to srai._optional
    • srai.utils._pytorch_stubs moved to srai.embedders._pytorch_stubs
    • srai.utils.download moved to srai.loaders.download (and can be imported with from srai.loaders import download_file)
    • srai.utils.geocode moved to srai.regionalizers.geocode (and can be imported with from srai.regionalizers import geocode_to_region_gdf)
    • srai.utils.geometry and srai.utils.merge moved to srai.geometry
    • srai.utils.typing moved to srai._typing

Fixed

  • Improved simplification and buffering of polygons for Protomaps extracts #309
  • Eliminated some occasional errors in large scale executions of VoronoiRegionalizer #313

0.2.0 - 2023-07-05

Added

  • Loading and saving fittable embedders

Changed

  • BREAKING: renamed Regionizer to Regionalizer #282

Fixed

  • Freeze osmnx version to <=1.4.0, as 1.5.0 is not compatible with our code #303

0.1.1 - 2023-04-27

Added

  • SlippyMapRegionizer
  • OSMTileLoader
  • GTFS Loader from gtfs2vec paper
  • GTFS2Vec Model from gtfs2vec paper
  • GTFS2Vec Embedder using gtfs2vec model
  • Hex2Vec Model from hex2vec paper
  • Hex2Vec Embedder using hex2vec model
  • Highway2Vec Model from highway2vec paper
  • Highway2Vec Embedder using highway2vec model
  • OSMOnlineLoader
  • OSMPbfLoader
  • OSMWayLoader
  • Neighbourhood
  • H3Neighbourhood
  • AdjacencyNeighbourhood
  • CountEmbedder
  • ContextualCountEmbedder
  • (CI) Changelog Enforcer
  • Utility plotting module based on Folium and Plotly
  • Project README
  • Documentation for srai library
  • Citation information

Changed

  • Change embedders and joiners interface to have .transform method
  • Change linter to Ruff and removed flake8, isort, pydocstyle
  • Change default value inside transform function of IntersectionJoiner to not return geometry.
  • Make torch and pytorch-lightning as optional dependencies (#210)

Fixed

  • IntersectionJoiner incorrectly returned feature columns when return_geom=False (#208)
  • Tests for pandas >=2

0.0.1 - 2022-11-23

Added

  • PDM as a dependency management tool
  • black, flake8, isort, mypy, pytest-cov
  • pre-commit configuration
  • Apache 2.0 license
  • mkdocs for documentation
  • GitHub pages to host documentation
  • initial requirements
  • H3 Regionizer
  • Voronoi Regionizer
  • Administrative Boundary Regionizer
  • Intersection Joiner
  • Geoparquet Loader