Sdgym

Bugs Fixed

* `AttributeError` when running custom synthesizer with timeout - Issue [335](https://github.com/sdv-dev/SDGym/issues/335) by fealho

This release enables the diagnostic score to be computed in a benchmarking run. It also renames the `IndependentSynthesizer` to `ColumnSynthesizer`. Finally, it fixes a bug so that the time for all metrics will now be used to compute the `Evaluate_Time` column in the results.

Bugs Fixed

* Cap numpy to less than 2.0.0 until SDGym supports - Issue [313](https://github.com/sdv-dev/SDGym/issues/313) by gsheni
* The returned `Evaluate_Time` does not include results from all metrics - Issue [310](https://github.com/sdv-dev/SDGym/issues/310) by lajohn4747

New Features

* Rename `IndependentSynthesizer` to `ColumnSynthesizer` - Issue [319](https://github.com/sdv-dev/SDGym/issues/319) by lajohn4747
* Allow the ability to compute diagnostic score in a benchmarking run - Issue [311](https://github.com/sdv-dev/SDGym/issues/311) by lajohn4747

This release adds support for both Python 3.11 and 3.12! It also drops support for Python 3.7.

This release adds a new parameter to `benchmark_single_table` called `run_on_ec2`. When enabled, it will launch a `t2.medium` ec2 instance on the user's AWS account using the credentials they specify in environment variables. The benchmarking will then run on this instance. The `output_filepath` must be provided and must be in the format `{s3_bucket_name}/{path_to_file}` when `run_on_ec2` is enabled.

Documentation

* Docs for AWS integration are incorrect - Issue [304](https://github.com/sdv-dev/SDGym/issues/304) by srinify

Maintenance

* Add support for Python 3.11 - Issue [250](https://github.com/sdv-dev/SDGym/issues/250) by fealho
* Remove anyio usage - Issue [252](https://github.com/sdv-dev/SDGym/issues/252) by lajohn4747
* Drop support for Python 3.7 - Issue [254](https://github.com/sdv-dev/SDGym/issues/254) by R-Palazzo
* Switch default branch from master to main - Issue [257](https://github.com/sdv-dev/SDGym/issues/257) by R-Palazzo
* Transition from using setup.py to pyproject.toml to specify project metadata - Issue [266](https://github.com/sdv-dev/SDGym/issues/266) by R-Palazzo
* Remove bumpversion and use bump-my-version - Issue [267](https://github.com/sdv-dev/SDGym/issues/267) by R-Palazzo
* Switch to using ruff for Python linting and code formatting - Issue [268](https://github.com/sdv-dev/SDGym/issues/268) by gsheni
* Add dependency checker - Issue [277](https://github.com/sdv-dev/SDGym/issues/277) by lajohn4747
* Add bandit workflow - Issue [282](https://github.com/sdv-dev/SDGym/issues/282) by R-Palazzo
* Cleanup automated PR workflows - Issue [286](https://github.com/sdv-dev/SDGym/issues/286) by R-Palazzo
* Add support for Python 3.12 - Issue [288](https://github.com/sdv-dev/SDGym/issues/288) by fealho
* Only run unit and integration tests on oldest and latest python versions for macos - Issue [294](https://github.com/sdv-dev/SDGym/issues/294) by R-Palazzo
* Bump verions SDV, SDMetrics and RDT - Issue [298](https://github.com/sdv-dev/SDGym/issues/298)

Bugs Fixed

* The `UniformSynthesizer` should follow the sdtypes in metadata (not the data's dtypes) - Issue [248](https://github.com/sdv-dev/SDGym/issues/248) by lajohn4747
* Fix minimum version workflow when pointing to github branch - Issue [280](https://github.com/sdv-dev/SDGym/issues/280) by R-Palazzo
* Passing synthesizer as string fails if run_on_ec2 is enabled - Issue [306](https://github.com/sdv-dev/SDGym/issues/306) by lajohn4747

New Features

* Add run_on_ec2 flag to benchmark_single_table - Issue [265](https://github.com/sdv-dev/SDGym/issues/265) by lajohn4747
* Remove FastML Synthesizer - Issue [292](https://github.com/sdv-dev/SDGym/issues/292) by lajohn4747

This release adds support for SDV 1.0 and PyTorch 2.0!

New Features

* Add functions to top level import - Issue [229](https://github.com/sdv-dev/SDGym/issues/229) by fealho
* Cleanup SDGym to the new SDV 1.0 metadata and synthesizers - Issue [212](https://github.com/sdv-dev/SDGym/issues/212) by fealho

Bugs Fixed

* limit_dataset_size causes sdgym to crash - Issue [231](https://github.com/sdv-dev/SDGym/issues/231) by fealho
* benchmark_single_table crashes with metadata dict - Issue [232](https://github.com/sdv-dev/SDGym/issues/232) by fealho
* Passing None as synthesizers runs all of them - Issue [233](https://github.com/sdv-dev/SDGym/issues/233) by fealho
* timeout parameter causes sdgym to crash - Issue [234](https://github.com/sdv-dev/SDGym/issues/234) by pvk-developer
* SDGym is not working with latest torch - Issue [210](https://github.com/sdv-dev/SDGym/issues/210) by amontanez24
* Fix sdgym --help - Issue [206](https://github.com/sdv-dev/SDGym/issues/206) by katxiao

Internal

* Increase code style lint - Issue [123](https://github.com/sdv-dev/SDGym/issues/123) by fealho
* Remove code support for synthesizers that are not strings/classes - PR [236](https://github.com/sdv-dev/SDGym/pull/236) by fealho
* Code Refactoring - Issue [215](https://github.com/sdv-dev/SDGym/issues/215) by fealho

Maintenance

* Remove pomegranate - Issue [230](https://github.com/sdv-dev/SDGym/issues/230) by amontanez24

This release introduces methods for benchmarking single table data and creating custom synthesizers, which can be based on existing SDGym-defined synthesizers or on user-defined functions. This release also adds support for Python 3.10 and drops support for Python 3.6.

New Features
* Benchmarking progress bar should update on one line - Issue [204](https://github.com/sdv-dev/SDGym/issues/204) by katxiao
* Support local additional datasets folder with zip files - Issue [186](https://github.com/sdv-dev/SDGym/issues/186) by katxiao
* Enforce that each synthesizer is unique in benchmark_single_table - Issue [190](https://github.com/sdv-dev/SDGym/issues/190) by katxiao
* Simplify the file names inside the detailed_results_folder - Issue [191](https://github.com/sdv-dev/SDGym/issues/191) by katxiao
* Use SDMetrics silent report generation - Issue [179](https://github.com/sdv-dev/SDGym/issues/179) by katxiao
* Remove arguments in get_available_datasets - Issue [197](https://github.com/sdv-dev/SDGym/issues/197) by katxiao
* Accept metadata.json as valid metadata file - Issue [194](https://github.com/sdv-dev/SDGym/issues/194) by katxiao
* Check if file or folder exists before writing benchmarking results - Issue [196](https://github.com/sdv-dev/SDGym/issues/196) by katxiao
* Rename benchmarking argument "evaluate_quality" to "compute_quality_score" - Issue [195](https://github.com/sdv-dev/SDGym/issues/195) by katxiao
* Add option to disable sdmetrics in benchmarking - Issue [182](https://github.com/sdv-dev/SDGym/issues/182) by katxiao
* Prefix remote bucket with 's3' - Issue [183](https://github.com/sdv-dev/SDGym/issues/183) by katxiao
* Benchmarking error handling - Issue [177](https://github.com/sdv-dev/SDGym/issues/177) by katxiao
* Allow users to specify custom synthesizers' display names - Issue [174](https://github.com/sdv-dev/SDGym/issues/174) by katxiao
* Update benchmarking results columns - Issue [172](https://github.com/sdv-dev/SDGym/issues/172) by katxiao
* Allow custom datasets - Issue [166](https://github.com/sdv-dev/SDGym/issues/166) by katxiao
* Use new datasets s3 bucket - Issue [161](https://github.com/sdv-dev/SDGym/issues/161) by katxiao
* Create benchmark_single_table method - Issue [151](https://github.com/sdv-dev/SDGym/issues/151) by katxiao
* Update summary metrics - Issue [134](https://github.com/sdv-dev/SDGym/issues/134) by katxiao
* Benchmark individual methods - Issue [159](https://github.com/sdv-dev/SDGym/issues/159) by katxiao
* Add method to create a sdv variant synthesizer - Issue [152](https://github.com/sdv-dev/SDGym/issues/152) by katxiao
* Add method to generate a multi table synthesizer - Issue [149](https://github.com/sdv-dev/SDGym/issues/149) by katxiao
* Add method to create single table synthesizers - Issue [148](https://github.com/sdv-dev/SDGym/issues/148) by katxiao
* Updating existing synthesizers to new API - Issue [154](https://github.com/sdv-dev/SDGym/issues/154) by katxiao

Bug Fixes
* Pip encounters dependency issues with ipython - Issue [187](https://github.com/sdv-dev/SDGym/issues/187) by katxiao
* IndependentSynthesizer is printing out ConvergeWarning too many times - Issue [192](https://github.com/sdv-dev/SDGym/issues/192) by katxiao
* Size values in benchmarking results seems inaccurate - Issue [184](https://github.com/sdv-dev/SDGym/issues/184) by katxiao
* Import error in the example for benchmarking the synthesizers - Issue [139](https://github.com/sdv-dev/SDGym/issues/139) by katxiao
* Updates and bugfixes - Issue [132](https://github.com/sdv-dev/SDGym/issues/132) by csala

Maintenance
* Update README - Issue [203](https://github.com/sdv-dev/SDGym/issues/203) by katxiao
* Support Python Versions >=3.7 and <3.11 - Issue [170](https://github.com/sdv-dev/SDGym/issues/170) by katxiao
* SDGym Package Maintenance Updates documentation - Issue [163](https://github.com/sdv-dev/SDGym/issues/163) by katxiao
* Remove YData - Issue [168](https://github.com/sdv-dev/SDGym/issues/168) by katxiao
* Update to newest SDV - Issue [157](https://github.com/sdv-dev/SDGym/issues/157) by katxiao
* Update slack invite link. - Issue [144](https://github.com/sdv-dev/SDGym/issues/144) by pvk-developer
* updating workflows to work with windows - Issue [136](https://github.com/sdv-dev/SDGym/issues/136) by amontanez24
* Update conda dependencies - Issue [130](https://github.com/sdv-dev/SDGym/issues/130) by katxiao

This release adds support for Python 3.9, and updates dependencies to accept the latest versions when possible.

Issues closed

* Add support for Python 3.9 - [Issue 127](https://github.com/sdv-dev/SDGym/issues/127) by katxiao
* Add pip check worflow - [Issue 124](https://github.com/sdv-dev/SDGym/issues/124) by pvk-developer
* Fix meta.yaml dependencies - [PR 119](https://github.com/sdv-dev/SDGym/pull/119) by fealho
* Upgrade dependency ranges - [Issue 118](https://github.com/sdv-dev/SDGym/issues/118) by katxiao