chore(release): 1.11.2

## <small>1.11.2 (2025-07-30)</small>

* fix(KDP): adding docs for passthrough ([7164ce2](7164ce2))
* fix(KDP): implementing reall passthrough (skipping all preocessing but adding inputs and ouputs ([3540a70](3540a70))
* fix(KDP): preserve dtype for passthrough features and handle empty categorical vocabulary ([cc3d533](cc3d533))
* chore: save last release version for recovery [skip ci] ([04a879a](04a879a))

chore(release): 1.11.1

## <small>1.11.1 (2025-07-30)</small>

* fix(KDP): fixing tests ([6326dbf](6326dbf))
* fix(KDP): formatting issues fixes ([6c60aed](6c60aed))
* fix(KDP): increasing package version ([ce0dbf3](ce0dbf3))
* fix(KDP): Preserve original dtype for PASSTHROUGH features (#30) ([82b6d7e](82b6d7e)), closes [#30](#30)
* fix(KDP): update upload-artifact action to v4 in GitHub workflow ([68ee7c5](68ee7c5))
* Add preserve dtype layer and update passthrough feature handling ([a700bad](a700bad))
* Add pytest markers and improve test categorization for GitHub workflow ([06b5112](06b5112))
* Checkpoint before follow-up message ([47ec0ef](47ec0ef))
* chore: save last release version for recovery [skip ci] ([84e0b1f](84e0b1f))
* refactor(KDP): improving tests execution ([b9d237e](b9d237e))

chore(release): 1.11.0

## 1.11.0 (2025-05-28)

* feat(KDP): adding new layers / features to timeseries ([519bb06](519bb06))
* feat(KDP): adding timeseries features ([7e819dc](7e819dc))
* feat(KDP): adding timeseries features functionality and layers (#29) ([ff38437](ff38437)), closes [#29](#29)
* feat(KDP): adding timeseries inference formatter ([c83cd48](c83cd48))
* fix(KDP): fix pre-commit ([e1f77f4](e1f77f4))
* fix(KDP): fixing docs plugin ([21dba63](21dba63))
* fix(KDP): fixing symbolic tensors shape calculations ([d810e62](d810e62))
* fix(KDP): getting rid of hardcoded test requirements ([849a982](849a982))
* fix(KDP): removing print and replacing by logger ([2333152](2333152))
* docs(KDP): correctly referencing timeseries features ([13e4511](13e4511))
* docs(KDP): extending docs and tests for timeseries features ([37f4f24](37f4f24))
* test(KDP): adding more timeseries feature tests ([8c317bf](8c317bf))
* ops(KDP): cleaning workflows ([37da166](37da166))
* ops(KDP): fix docs release errors ([b8972c4](b8972c4))
* ops(KDP): fixing release ([37474e7](37474e7))
* ops(KDP): improve release workflow ([2504321](2504321))
* ops(KDP): updating after release notes ([cc41dad](cc41dad))

chore(release): 1.10.0

## 1.10.0 (2025-03-31)

* ops(KDP): fixing action wrapper version ([cae2785](cae2785))
* ops(KDP): fixing actions and node versions ([28cd93b](28cd93b))
* ops(KDP): fixing semantic release version problem ([c6b612e](c6b612e))
* ops(KDP): improving release workflows ([3f91e19](3f91e19))
* ops(KDP): increating python version allowance ([1d06b76](1d06b76))
* ops(KDP): increating python version allowance ([6070e69](6070e69))
* ops(KDP): relaxing python requirements ([fa903e4](fa903e4))
* docs(KDP): add an example_usages ([e980e12](e980e12))
* docs(KDP): add to the docs to showcase new features ([790f102](790f102))
* docs(KDP): added a diagram ([48d2e57](48d2e57))
* docs(KDP): added docs ([d8da4c5](d8da4c5))
* docs(KDP): added docs ([dd728ef](dd728ef))
* docs(KDP): adding concrete examples of usage of advance features to docs (#21) ([ea419cf](ea419cf)), closes [#21](#21)
* docs(KDP): adding new styling ([55ae7ce](55ae7ce))
* docs(KDP): adding some images and API documentation tools ([a4be43f](a4be43f))
* docs(KDP): adjusting numerical embeddings docs ([45f8872](45f8872))
* docs(KDP): fixing missing links ([076c9b3](076c9b3))
* docs(KDP): improving documentation ([02a137a](02a137a))
* docs(KDP): improving documentation ([91d4f85](91d4f85))
* docs(KDP): improving some remaining docs ([0c932b0](0c932b0))
* docs(KDP): refactoring documentation ([1ccc3f2](1ccc3f2))
* docs(KDP): removing whta we do not have ([93706fb](93706fb))
* docs(KDP): reorganising documentation for better UX ([a67c634](a67c634))
* docs(KDP): reorganising documentation for better UX ([052454e](052454e))
* docs(KDP): revamping entire docs ([d0ef7b7](d0ef7b7))
* docs(KDP): smart processing for custom pipelines ([8e7d0a7](8e7d0a7))
* docs(KDP): updating DistributionEncoder docs ([1916c40](1916c40))
* feat(KDP): add the AdvancedNumericalEmbedding feature ([8fa90e7](8fa90e7))
* feat(KDP): added option to specify the distribution manually ([d3cce76](d3cce76))
* feat(KDP): added selective retention of outputs based on dependencies among layers ([c17acd2](c17acd2))
* feat(KDP): addin DistributionAwareEncored layer and numeric preprocessing ([9bfe276](9bfe276))
* feat(KDP): adding auto config / recommender ([00e75d6](00e75d6))
* feat(KDP): adding categorical features hashing ([078df9d](078df9d))
* feat(KDP): adding DistributionAwareEncored layer for numeric features preprocessing. (#20) ([c988087](c988087)), closes [#20](#20)
* feat(KDP): adding feature selection mechanism to the preprocessor (docs, tests) (#19) ([462bfc1](462bfc1)), closes [#19](#19)
* feat(KDP): adding Gater Residual Variable / Features Selection Network capability ([f82b788](f82b788))
* feat(KDP): adding MoE feature and tests ([fac7806](fac7806))
* feat(KDP): adding numerical embedding layers (#26) ([5c3a974](5c3a974)), closes [#26](#26)
* feat(KDP): adding passthrough feature ([2965916](2965916))
* feat(kdp): adding TabularAttentionLayers and implementation ([f567585](f567585))
* feat(kdp): adding TabularAttentionLayers and implementation (#11) ([cfbd38b](cfbd38b)), closes [#11](#11)
* feat(KDP): Enhance Dynamic Preprocessing Pipeline (#24) ([bd90f11](bd90f11)), closes [#24](#24)
* feat(KDP): global embedding for numeric features option added ([83f6996](83f6996))
* feat(KDP): Integrate Advanced Numerical Embedding (#25) ([185292c](185292c)), closes [#25](#25)
* feat(KDP): smart processing for custom pipelines ([448f63f](448f63f))
* fix(KDP): add new examples for tabular attention cases and more complex Mixed Transformers and Tabul ([16340f2](16340f2))
* fix(KDP): add transdormer() method to ProcessingModel ([0c6c65c](0c6c65c))
* fix(KDP): added a missing code for the example for disttribution aware layer for custom pipelines ([9ca9fad](9ca9fad))
* fix(KDP): added a missing code for the example for disttribution aware layer for custom pipelines ([9b92475](9b92475))
* fix(KDP): added docstrings ([0eb968d](0eb968d))
* fix(KDP): added fixes for the distribution estimator and tests ([da79bb9](da79bb9))
* fix(KDP): Added get_feature_importances() method and fixed the docs. ([664023f](664023f))
* fix(KDP): added prefered_distribution parameter for NumericalFeatures ([84b2eb5](84b2eb5))
* fix(KDP): adding FeatureSelection to Text and Date features (#28) ([e1f453f](e1f453f)), closes [#28](#28)
* fix(kdp): adding pre-commit fixes ([ec98d29](ec98d29))
* fix(KDP): broke transform method into 2 separate methods and end-to-end tests ([11f258d](11f258d))
* fix(KDP): changed the order of the transormers and the tabularAttention applications ([d387826](d387826))
* fix(KDP): DistributionAwareEncoder fix and tests for custom pipelines (#23) ([ad91096](ad91096)), closes [#23](#23)
* fix(KDP): edited some of the tests to reflect the changes in processor.py ([23b36ce](23b36ce))
* fix(KDP): edited the docs ([34476c6](34476c6))
* fix(KDP): Fix linter errors: unused variable and rearranged imports ([2c2a447](2c2a447))
* fix(KDP): Fix remaining unused imports with ruff ([fe3a014](fe3a014))
* fix(KDP): fix_tabukar_att_and_transfor_order_and_add_docs (#17) ([4b1c510](4b1c510)), closes [#17](#17)
* fix(KDP): fixed all the algorithms for distribution detection all tests pass now ([52dad69](52dad69))
* fix(KDP): Fixed dimensions micmatch for the input of the Tabular Attention ([5a66ad1](5a66ad1))
* fix(KDP): fixed issues between graph and eager mode plus others ([a3fe7e1](a3fe7e1))
* fix(KDP): fixes to the tests ([bc0c543](bc0c543))
* fix(KDP): Fixing Distribution-Aware Encoder and adding comprehensive testing (#22) ([97b41c3](97b41c3)), closes [#22](#22)
* fix(kdp): fixing docs requirements and release for docs ([9d8f8b3](9d8f8b3))
* fix(KDP): fixing failiing tests ([966434d](966434d))
* fix(kdp): fixing formatting issues ([352e72b](352e72b))
* fix(KDP): fixing layers functionality ([ffe8d89](ffe8d89))
* fix(kdp): fixing tests fromatting ([955ed08](955ed08))
* fix(KDP): fixing the doc ([fdaa101](fdaa101))
* fix(KDP): improving docs UX ([f51daf8](f51daf8))
* fix(KDP): reformatting with pre-commits ([2f01e67](2f01e67))
* fix(KDP): reformatting with pre-commits ([2523f89](2523f89))
* fix(KDP): removed an unused method ([a170db8](a170db8))
* fix(KDP): Removed some buggy feature ([da24b7b](da24b7b))
* fix(KDP): Removing data.csv ([3ca0daf](3ca0daf))
* fix(KDP): small fixes ([47a6267](47a6267))
* test(KDP): add end to end and unit test for the "TabularAttention" and the "MultiResolutionTabularAt ([1cf5d09](1cf5d09))
* test(kdp): add end to end tests ([a1b3018](a1b3018))
* test(kdp): add end to end tests (#13) ([5737d9b](5737d9b)), closes [#13](#13)
* test(KDP): add more tests ([a4d536c](a4d536c))
* test(KDP): add more tests (#15) ([84bfdc6](84bfdc6)), closes [#15](#15)
* test(KDP): add tests ([5cb4e8e](5cb4e8e))
* test(KDP): add tests ([55cbbb3](55cbbb3))
* test(KDP): add tests and fix (#14) ([5308029](5308029)), closes [#14](#14)
* test(KDP): add tests for various cases and also a ValueError for missing vocab scenario ([82a99a3](82a99a3))
* test(KDP): add unit test for gates res network ([1d980e0](1d980e0))
* test(KDP): added test for advanced features ([d4fc5f3](d4fc5f3))
* test(KDP): added test for advanced features ([c18a59b](c18a59b))
* test(KDP): adding passthrough tests ([f98dc2c](f98dc2c))
* test(KDP): dummy ([4181bb3](4181bb3))
* test(KDP): dummy commit ([2883d79](2883d79))
* test(KDP): dummy commit ([1f1e35b](1f1e35b))
* test(KDP): empty commit for testing ([9b0f386](9b0f386))
* test(KDP): extending testes for preprocessor module ([2e23b3d](2e23b3d))
* refactor(KDP): impreoving auto configuration functionality and UX ([7b76a99](7b76a99))
* refactor(KDP): maintainance on preprocessor to optimize code and refactor ([7146afe](7146afe))
* refactor(KDP): removing tf-proba dependency ([83cb73d](83cb73d))
* refactor(KDP): splitting custom_layers ([f029f77](f029f77))
* refactor(KDP): splitting layers into separate files ([c188267](c188267))
* refactor(KDP): splitting more tests for layers ([84293f0](84293f0))
* feat(validation): add day of the month add assertions and error handling ([fa88c24](fa88c24))
* fix: update distribution aware encoder and tests ([62f0dba](62f0dba))
* fix(validation): added unit tests and fixed some small bugs (#12) ([3042e2a](3042e2a)), closes [#12](#12)
* Merge branch 'main' into feat_adding_grvs ([147bceb](147bceb))
* Merge branch 'main' into feat_dist_aware_embedding_numerical ([27dff94](27dff94))
* Merge branch 'main' into fix_tab_att_and_transfor ([6312d09](6312d09))
* Merge branch 'main' into tabular_attention_tests ([9491590](9491590))
* Merge branch 'piotrlaczkowski:main' into cutom_preprocess_smart ([1d7e48a](1d7e48a))
* Merge branch 'piotrlaczkowski:main' into feat_num_emb ([0bf0cc3](0bf0cc3))
* Merge branch 'piotrlaczkowski:main' into feat_num_emb ([1dd8e83](1dd8e83))
* Merge pull request #1 from piotrlaczkowski/main ([609dd5b](609dd5b)), closes [#1](#1)
* test(validation): added unit tests and fixed a little type mismatch ([d0303cb](d0303cb))

chore(release): 1.9.0 [skip ci]

## [1.9.0](kdp.1.8.0...kdp.1.9.0) (2024-12-06)

### 🎁 Features

* feat(kdp): migrating stats to pools executor ([ad2496a](ad2496a))
* feat(kdp): adding parallelization + fixes ([788e7f5](788e7f5))

### 🪲 Bug Fixes

* fix(kdp): fixing tests + new coverage ([c9f895f](c9f895f))
* fix(kdp): reparing shapes and transformer blocks ([2334171](2334171))

chore(release): 1.8.0 [skip ci]

## [1.8.0](kdp.1.7.0...kdp.1.8.0) (2024-08-19)

### 🪲 Bug Fixes

* fix(KDP): fixing functionality for missing categorical features ([62d10f9](62d10f9))
* fix(KDP): fixing functionality for missing categorical features ([40c85d7](40c85d7))
* fix(KDP): fixing functionality for missing categorical features ([22593e9](22593e9))

### 🎁 Features

* feat(kdp): adding date preprocessing layers and core code (#7) ([3560933](3560933)), closes [#7](#7)
* feat(kdp): adding date preprocessing layers ([5ffa865](5ffa865))
* feat(kdp): adding date preprocessing layers ([f97e497](f97e497))
* feat(kdp): adding date preprocessing layers ([f4ae5b2](f4ae5b2))
* feat(kdp): adding date preprocessing layers ([552f26b](552f26b))
* feat(kdp): adding date preprocessing layers ([23eca47](23eca47))

chore(release): 1.7.0 [skip ci]

## [1.7.0](kdp.1.6.0...kdp.1.7.0) (2024-07-08)

### ♨️ Infra

* ops(KDP): fixing u-tests action ([d4bdf24](d4bdf24))
* ops(KDP): adding manual PyPI release action ([a192d08](a192d08))
* ops(KDP): updating to lates version in the config ([c0454ad](c0454ad))

### :tools: Maintenance

* refactor(KDP): simplifying layers factory creator (#5) ([b63a504](b63a504)), closes [#5](#5)
* refactor(KDP): simplifying layers factory creator ([ee0c466](ee0c466))

### 🪲 Bug Fixes

* fix(KDP): fixing functionality for missing categorical features ([bb569bf](bb569bf))

chore(release): 1.6.0 [skip ci]

## [1.6.0](kdp.1.5.1...kdp.1.6.0) (2024-04-30)

### 🎁 Features

* feat(KDP): adding TransformerBlocks to all Features Options ([e27b0e5](e27b0e5))
* feat(KDP): adding TransformerBlocks layers to categorical and text variables ([0338fb4](0338fb4))

### ♨️ Infra

* ops(KDP): updating to lates version in the config ([5cf8998](5cf8998))

chore(release): 1.5.1 [skip ci]

## [1.5.1](kdp.1.5.0...kdp.1.5.1) (2024-04-19)

### 🪲 Bug Fixes

* fix(KDP): adding missing text features vocab attribution ([d9cbc13](d9cbc13))

chore(release): 1.5.0 [skip ci]

## [1.5.0](kdp.1.4.0...kdp.1.5.0) (2024-04-18)

### ♨️ Infra

* ops(KDP): adjusting tests display on MR ([0459a68](0459a68))
* ops(KDP): disabeling prettier ([9cfab3a](9cfab3a))

### 🪲 Bug Fixes

* fix(KDP): fixing output dim display for DICT output ([2c2b147](2c2b147))