0.2.0

What's Changed

LLM-Based SingleTable Model

A single-table data synthesis model based on LLM is included, view colab example:

• LLM: Data Synthesis;
• LLM: Off-table Feature Inference.

Commits:

• Introduce LLM-based single-table model. by @MooooCat in #129
• Bugfix: fix model type typo by @MooooCat in #144
• Bugfix: fix return datatype in _sample_with_metadata by @MooooCat in #145
• Bugfix: fix LLM result typo by @MooooCat in #146

Improvements on Inspectors

• Add Regex Inspector and Email Inspector example. by @MooooCat in #115
• Implement datetime_formats in DatetimeInspector by @Femi-lawal in #125
• Distinguish int/float in NumericInspector by @MooooCat in #133

Metadata

• Bugfix: fix KeyError when metadata raising an MetadataInvalidError. by @MooooCat in #134
• Add dict support on metadata, optimize datetime format judgment rules, add eq for combiner by @MooooCat in #135

Python 3.12 Support

• Intro 3.12 in CI testing by @Wh1isper in #141

Readme and Docs

• Update README.md by @iokk3732 in #123
• docs: add iokk3732 as a contributor for code by @allcontributors in #127
• docs: add Femi-lawal as a contributor for code by @allcontributors in #128
• Add language switch on Readme.md by @MooooCat in #130
• Minor modifications on readme by @MooooCat in #131
• Update SDG Readme by @MooooCat in #139
• Update doc readme by @MooooCat in #140
• Add Colab Examples, Update Readme by @MooooCat in #147
• Update readme.md by @MooooCat in #150
• Add ctgan description on Readme.md by @MooooCat in #151

Others

• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #124
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #138

New Contributors

• @iokk3732 made their first contribution in #123
• @Femi-lawal made their first contribution in #125

Full Changelog

Please view: 0.1.5...0.2.0

0.1.5

What's Changed

• docs: add Z712023 as a contributor for code by @allcontributors in #112
• Bugfix metric mutual information by @Z712023 in #118
• [Bugfix] Temporarily modify single table demo data link by @MooooCat in #121
• Introduce inspect_level in inspector and metadata by @MooooCat in #113
• Add start history chart in README by @Wh1isper in #122

New Contributors

• @Z712023 made their first contribution in #118

Full Changelog: 0.1.4...0.1.5

0.1.4

What's Changed

• [Bugfix] Add future annotations by @MooooCat in #106
• Add testing for JSD metrics by @sjh120 in #100
• Add base model for multi-table statistic model, change single-table base class location by @MooooCat in #102
• Add mutual information metric by @Z712023 in #101

Full Changelog: 0.1.3...0.1.4

0.1.3

What's Changed

• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #87
• [0.2.0] Metadata Implementation by @MooooCat in #81
• Patch on multi table combiner and test case by @Wh1isper in #89
• Fix typo _dumo_json by @Wh1isper in #90
• Intro dummy table for speedup models case by @Wh1isper in #92
• Intro torchrun in CLI by @Wh1isper in #88
• Implement MetadataCombiner, partitial refactoring on Metadata by @Wh1isper in #96
• Add mock data and testing for multi tables' related imp by @Wh1isper in #97
• Intro SubsetRelationshipInspector by @Wh1isper in #99
• Add demo data for multi-table scenario by @MooooCat in #98

Full Changelog: 0.1.2...0.1.3

0.1.2

What's Changed

• CLI for singe table synthesizer by @Wh1isper in #86

Full Changelog: 0.1.1...0.1.2

0.1.1

What's Changed

• Add more testing, fix some bugs, drop mem cache by @Wh1isper in #85

Full Changelog: 0.1.0...0.1.1

0.1.0

What's Changed

• Update SDG's New Data Processor by @MooooCat in #48
• Rewrite and notice copyright for CTGAN by @Wh1isper in #50
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #49
• docs: add Wh1isper as a contributor for code by @allcontributors in #53
• docs: add MooooCat as a contributor for code by @allcontributors in #54
• docs: add joeyscave as a contributor for code by @allcontributors in #55
• Breaking changes: Refactoring of new architecture by @Wh1isper in #56
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #63
• 0.1.0: Intro DataConnector and DataLoader by @Wh1isper in #64
• [0.1.0] Metadata and Inspector by @Wh1isper in #67
• [0.1.0]Breaking changes: Reactoring models Part 1 by @Wh1isper in #68
• [0.1.0] Update a part of docs by @Wh1isper in #70
• Update Base Class of Metric by @MooooCat in #60
• docs: add sjh120 as a contributor for code by @allcontributors in #73
• [0.1.0] Refactoring CTGAN for DataLoader by @Wh1isper in #72
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #76
• [0.1.0] Intro NDArryLoader by @Wh1isper in #75
• Add subdir for NDArrayLoader to prevent collision of cache files by @Wh1isper in #78
• Init benchmark base code by @Wh1isper in #80
• Switch to cloudpickle and fix load bugs by @Wh1isper in #83
• Update docstring and user guides by @Wh1isper in #84

New Contributors

• @allcontributors made their first contribution in #53
• @sjh120 made their first contribution in #60

Full Changelog: 0.0.1...0.1.0

0.1.0b0

What's Changed

• Init benchmark base code by @Wh1isper in #80
• Switch to cloudpickle and fix load bugs by @Wh1isper in #83
• Update docstring and user guides by @Wh1isper in #84

Full Changelog: 0.1.0a0...0.1.0b0

0.1.0a0

What's Changed

• Update SDG's New Data Processor by @MooooCat in #48
• Rewrite and notice copyright for CTGAN by @Wh1isper in #50
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #49
• docs: add Wh1isper as a contributor for code by @allcontributors in #53
• docs: add MooooCat as a contributor for code by @allcontributors in #54
• docs: add joeyscave as a contributor for code by @allcontributors in #55
• Breaking changes: Refactoring of new architecture by @Wh1isper in #56
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #63
• 0.1.0: Intro DataConnector and DataLoader by @Wh1isper in #64
• [0.1.0] Metadata and Inspector by @Wh1isper in #67
• [0.1.0]Breaking changes: Reactoring models Part 1 by @Wh1isper in #68
• [0.1.0] Update a part of docs by @Wh1isper in #70
• Update Base Class of Metric by @MooooCat in #60
• docs: add sjh120 as a contributor for code by @allcontributors in #73
• [0.1.0] Refactoring CTGAN for DataLoader by @Wh1isper in #72
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #76
• [0.1.0] Intro NDArryLoader by @Wh1isper in #75
• Add subdir for NDArrayLoader to prevent collision of cache files by @Wh1isper in #78

New Contributors

• @allcontributors made their first contribution in #53
• @sjh120 made their first contribution in #60

Full Changelog: 0.0.1...0.1.0a0

0.0.1

What's Changed

• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #2
• Configure Sweep by @sweep-ai in #4
• Add base class for metrics in metrics/base.py by @sweep-ai in #5
• Update the github issue template by @MooooCat in #6
• Fix error in example 1 by @MooooCat in #10
• Merge model base class by @MooooCat in #11
• update development document by @MooooCat in #13
• bugfix: Fix function's arg default List by @MooooCat in #14
• Update README.md by @MooooCat in #15
• Merge branch dev to main by @MooooCat in #17
• Update document by @MooooCat in #18
• update dependencies (copulas) by @MooooCat in #19
• Update Readme (English Version) by @MooooCat in #21
• remove local issue template by @MooooCat in #23
• Update Slack Shield by @MooooCat in #30
• Document align by @MooooCat in #31
• Update shields by @MooooCat in #32
• Merge GaussianCopula Model by @MooooCat in #20
• Optimize the Transformer module by @MooooCat in #35
• Delete unnecessary files or directories by @MooooCat in #36
• Add Local Install Description by @MooooCat in #37
• Update requirements.txt by @MooooCat in #38
• Fix local install error by @MooooCat in #39
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #41
• Add test cov and docker images by @wunder957 in #46
• Adding CLI and Plugin system by @wunder957 in #47

New Contributors

• @pre-commit-ci made their first contribution in #2
• @sweep-ai made their first contribution in #4
• @MooooCat made their first contribution in #6

Full Changelog: 0.0.0a0...0.0.1