Skip to content

[MNT] Automated pre-commit hook update#2820

Merged
MatthewMiddlehurst merged 1 commit intomainfrom
pre-commit-hooks-update
May 19, 2025
Merged

[MNT] Automated pre-commit hook update#2820
MatthewMiddlehurst merged 1 commit intomainfrom
pre-commit-hooks-update

Conversation

@aeon-actions-bot
Copy link
Copy Markdown
Contributor

Automated weekly update to .pre-commit-config.yaml hook versions.

@aeon-actions-bot aeon-actions-bot bot added full pre-commit Run pre-commit for all files on a PR maintenance Continuous integration, unit testing & package distribution no changelog PR should not be added to the changelog labels May 19, 2025
@MatthewMiddlehurst MatthewMiddlehurst merged commit 3271d4b into main May 19, 2025
3 checks passed
@MatthewMiddlehurst MatthewMiddlehurst deleted the pre-commit-hooks-update branch May 19, 2025 10:12
TinaJin0228 pushed a commit to TinaJin0228/aeon that referenced this pull request May 23, 2025
Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>
MatthewMiddlehurst added a commit that referenced this pull request May 23, 2025
* add difference transformer to series transformations

* add myself to .all-contributorsrc

* small modification

* modify according to reviews

* [ENH] add informational tags back to estimator docs (#2652)

* feat: add new tags information for anomaly detection

* feat: add tag information in given anomaly modles

* fix: add new anomaly detector tags in mock anomaly detector class

* fix: use anomaly-detector instead of estimator for new tags

* update and add basic testing

* fixes

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [DOC] Documentation improvement of BaseSeriesEstimator and BaseAeonEstimator (#2612)

* Added the docs for base series and base classes

* Updated documentation for base classes

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] HydraTransformer Output changed (#2656)

* output type added

* hydra wflow modified

* hydra test file added

* pr_pytest reverted

* soft dep check added

* soft dep corrected

* docstring corrected, enhanced test cases

* [DOC] Improved Hidalgo Segmentation Notebook (#2616)

* Improved Hidalgo Segmentation Notebook

* Updated hidalgo notebook

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* new devs and workflow consolidation (#2797)

* all branches (#2809)

* Automated `pre-commit` hook update (#2820)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Bump crs-k/stale-branches in the github-actions group (#2821)

Bumps the github-actions group with 1 update: [crs-k/stale-branches](https://github.com/crs-k/stale-branches).


Updates `crs-k/stale-branches` from 7.0.1 to 8.1.1
- [Release notes](https://github.com/crs-k/stale-branches/releases)
- [Commits](crs-k/stale-branches@v7.0.1...v8.1.1)

---
updated-dependencies:
- dependency-name: crs-k/stale-branches
  dependency-version: 8.1.1
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* fix: indexing in kdtw (#2826)

* [ENH] Added test cases for feature based clustering (#2690)

* Added test cases for feature based clustering

* Automatic `pre-commit` fixes

* added docstring

* Automatic `pre-commit` fixes

* added .

* added .

* updated tsfresh

* Automatic `pre-commit` fixes

* added pytest _check_soft_dependencies for tsfresh

* Automatic `pre-commit` fixes

* added more testing

* Automatic `pre-commit` fixes

* added docs

* added docs

* added pytest

* Automatic `pre-commit` fixes

* improved docs

* Automatic `pre-commit` fixes

* improved test cases

* changes made as requested by moderators

* changes made as requested by moderators

* Automatic `pre-commit` fixes

* changed "percentiles" to "quantiles"

---------

Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* [DOC] Fix inconsistent double backticks in updated  similarity_search module docstrings (#2618)

* delete some descriptions

* modification to _maintainer_

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>
Co-authored-by: Adarsh Dubey <dubeyadarshmain@gmail.com>
Co-authored-by: Kevin Shah <161136814+kevinzb56@users.noreply.github.com>
Co-authored-by: Balgopal Moharana <99070111+lucifer4073@users.noreply.github.com>
Co-authored-by: Kavya Rambhia <161142013+kavya-r30@users.noreply.github.com>
Co-authored-by: aeon-actions-bot[bot] <148872591+aeon-actions-bot[bot]@users.noreply.github.com>
Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>
Co-authored-by: Ramana Raja <83065061+Ramana-Raja@users.noreply.github.com>
Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Ciph3r <142653450+adityagh006@users.noreply.github.com>
chrisholder pushed a commit that referenced this pull request Jul 30, 2025
Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>
chrisholder pushed a commit that referenced this pull request Jul 30, 2025
* add difference transformer to series transformations

* add myself to .all-contributorsrc

* small modification

* modify according to reviews

* [ENH] add informational tags back to estimator docs (#2652)

* feat: add new tags information for anomaly detection

* feat: add tag information in given anomaly modles

* fix: add new anomaly detector tags in mock anomaly detector class

* fix: use anomaly-detector instead of estimator for new tags

* update and add basic testing

* fixes

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [DOC] Documentation improvement of BaseSeriesEstimator and BaseAeonEstimator (#2612)

* Added the docs for base series and base classes

* Updated documentation for base classes

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] HydraTransformer Output changed (#2656)

* output type added

* hydra wflow modified

* hydra test file added

* pr_pytest reverted

* soft dep check added

* soft dep corrected

* docstring corrected, enhanced test cases

* [DOC] Improved Hidalgo Segmentation Notebook (#2616)

* Improved Hidalgo Segmentation Notebook

* Updated hidalgo notebook

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* new devs and workflow consolidation (#2797)

* all branches (#2809)

* Automated `pre-commit` hook update (#2820)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Bump crs-k/stale-branches in the github-actions group (#2821)

Bumps the github-actions group with 1 update: [crs-k/stale-branches](https://github.com/crs-k/stale-branches).


Updates `crs-k/stale-branches` from 7.0.1 to 8.1.1
- [Release notes](https://github.com/crs-k/stale-branches/releases)
- [Commits](crs-k/stale-branches@v7.0.1...v8.1.1)

---
updated-dependencies:
- dependency-name: crs-k/stale-branches
  dependency-version: 8.1.1
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* fix: indexing in kdtw (#2826)

* [ENH] Added test cases for feature based clustering (#2690)

* Added test cases for feature based clustering

* Automatic `pre-commit` fixes

* added docstring

* Automatic `pre-commit` fixes

* added .

* added .

* updated tsfresh

* Automatic `pre-commit` fixes

* added pytest _check_soft_dependencies for tsfresh

* Automatic `pre-commit` fixes

* added more testing

* Automatic `pre-commit` fixes

* added docs

* added docs

* added pytest

* Automatic `pre-commit` fixes

* improved docs

* Automatic `pre-commit` fixes

* improved test cases

* changes made as requested by moderators

* changes made as requested by moderators

* Automatic `pre-commit` fixes

* changed "percentiles" to "quantiles"

---------

Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* [DOC] Fix inconsistent double backticks in updated  similarity_search module docstrings (#2618)

* delete some descriptions

* modification to _maintainer_

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>
Co-authored-by: Adarsh Dubey <dubeyadarshmain@gmail.com>
Co-authored-by: Kevin Shah <161136814+kevinzb56@users.noreply.github.com>
Co-authored-by: Balgopal Moharana <99070111+lucifer4073@users.noreply.github.com>
Co-authored-by: Kavya Rambhia <161142013+kavya-r30@users.noreply.github.com>
Co-authored-by: aeon-actions-bot[bot] <148872591+aeon-actions-bot[bot]@users.noreply.github.com>
Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>
Co-authored-by: Ramana Raja <83065061+Ramana-Raja@users.noreply.github.com>
Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Ciph3r <142653450+adityagh006@users.noreply.github.com>
chrisholder added a commit that referenced this pull request Aug 7, 2025
* added numba prange to all pairwise distances

* sfa update

* changed warning

* custom pairwise threaded

* fixed

* added threaded decorator

* fix

* fix

* expanded threaded decorator to work with classes

* fix

* Automated `CONTRIBUTORS.md` update (#2614)

Co-authored-by: chrisholder <4674372+chrisholder@users.noreply.github.com>

* Updated Interval Based Notebook (#2620)

* [DOC] Added Docstring for regression forecasting (#2564)

* Added Docstring for Regression

* Added Docstring for Regression

* exog fix

* GSoC announcement (#2629)

* Automated `pre-commit` hook update (#2632)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT] Bump tj-actions/changed-files from 45 to 46 in the github-actions group (#2637)

* [MNT] Bump tj-actions/changed-files in the github-actions group

Bumps the github-actions group with 1 update: [tj-actions/changed-files](https://github.com/tj-actions/changed-files).


Updates `tj-actions/changed-files` from 45 to 46
- [Release notes](https://github.com/tj-actions/changed-files/releases)
- [Changelog](https://github.com/tj-actions/changed-files/blob/main/HISTORY.md)
- [Commits](https://github.com/tj-actions/changed-files/compare/v45...v46)

---
updated-dependencies:
- dependency-name: tj-actions/changed-files
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update pr_precommit.yml

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [MNT] Update numpy requirement in the python-packages group (#2643)

Updates the requirements on [numpy](https://github.com/numpy/numpy) to permit the latest version.

Updates `numpy` to 2.2.4
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.21.0...v2.2.4)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  dependency-group: python-packages
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [MNT,DEP] _binary.py metrics deprecated  (#2600)

* functions deprecated

* Empty-Commit

* version changed

* Support for unequal length timeseries in itakura parallelogram (#2647)

* [ENH] Implement DTW with Global alignment (#2565)

* Implements Dynamic Time Warping with Global Invariances

* Adds Numba JIT compilation support

* Adds docs and numba support for dtw_gi and test_distance fixed

* Fixes doctests

* Automatic `pre-commit` fixes

* Minor changes

* Minor changes

* Remove dtw_gi function and combine with private method _dtw_gi

* Adds parameter tests

* Fixes doctests

* Minor changes

* [ENH] Adds kdtw kernel support for kernelkmeans (#2645)

* Adds kdtw kernel support for kernelkmeans

* Code refactor

* Adds tests for kdtw clustering

* minor changes

* minor changes

* [MNT] Skip some excected results tests when numba is disabled (#2639)

* skip some numba tests

* Empty commit for CI

* Update testing_config.py

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT] Remove REDCOMETs from testing exclusion list (#2630)

* remove excluded estimators

* redcomets fix

* [ENH] Replace `prts` metrics (#2400)

* Pre-commit fixes

* Position parameter in calculate_bias

* Added recall metric

* merged into into one file

* test added

* Changes in test and range_metrics

* list of list running but error!

* flattening lists, all cases passed

* Empty-Commit

* changes

* Protected functions

* Changes in documentation

* Changed test cases into seperate functions

* test cases added and added range recall

* udf_gamma removed from precision

* changes

* more changes

* recommended changes

* changes

* Added Parameters

* removed udf_gamma from precision

* Added binary to range

* error fixing

* test comparing prts and range_metrics

* Beta parameter added in fscore

* Added udf_gamma function

* f-score failing when comparing against prts

* fixed f-score output

* alpha usage

* Empty-Commit

* added test case to use range-based input for metrics

* soft dependency added

* doc update

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>

* Clarify documentation regarding unequal length series limitation (#2589)

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* Automated `pre-commit` hook update (#2683)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT] Bump tj-actions/changed-files in the github-actions group (#2686)

Bumps the github-actions group with 1 update: [tj-actions/changed-files](https://github.com/tj-actions/changed-files).


Updates `tj-actions/changed-files` from 46.0.1 to 46.0.3
- [Release notes](https://github.com/tj-actions/changed-files/releases)
- [Changelog](https://github.com/tj-actions/changed-files/blob/main/HISTORY.md)
- [Commits](https://github.com/tj-actions/changed-files/compare/v46.0.1...v46.0.3)

---
updated-dependencies:
- dependency-name: tj-actions/changed-files
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [ENH] Set `outlier_norm` default to True for Catch22 estimators (#2659)

* sets outlier_norm=True by deafault

* Minor changes

* Docs improvement

* [MNT] Use MacOS for examples/ workflow (#2668)

* update bash to 5.x for lastpipe support

* added esig installation

* install boost before esig

* fixed examples path issue for excluded notebooks

* switched to fixed version of macos

* added signature_method.ipynb to excluded list

* removed symlink for /bin/bash

* Update dependencies.md (#2717)

Correct typo in dependencies.md

* Automated `pre-commit` hook update (#2708)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [ENH] Test Coverage for Pairwise Distance (#2590)

* Pairwise distance matrix test

* Empty commit for CI

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* re-running notebook for fixing cell output error (#2597)

* Docstring (#2609)

* [DOC] Add 'Raises' section to docstring #1766 (#2617)

* [DOC] Add 'Raises' section to docstring #1766

* Automatic `pre-commit` fixes

* Update _base.py

* Automatic `pre-commit` fixes

---------

Co-authored-by: ayushsingh9720 <199482418+ayushsingh9720@users.noreply.github.com>

* [DOC] Contributor docs update (#2554)

* contributing docs update

* contributing docs update 2

* typos

* Update contributing.md

new section

* Update testing.md

testing update

* Update contributing.md

dont steal code

* Automatic `pre-commit` fixes

* Update contributing.md

if

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>
Co-authored-by: Antoine Guillaume <antoine.guillaume45@gmail.com>

* prevent assignment on PRs (#2703)

* Update run_examples.sh (#2701)

* [BUG] SevenNumberSummary bugfix and input rename (#2555)

* summary bugfix

* maintainer

* test

* readme (#2556)

* remove MutilROCKETRegressor from alias mapping (#2623)

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* Automated `pre-commit` hook update (#2731)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT] Bump the github-actions group with 2 updates (#2733)

Bumps the github-actions group with 2 updates: [actions/create-github-app-token](https://github.com/actions/create-github-app-token) and [tj-actions/changed-files](https://github.com/tj-actions/changed-files).


Updates `actions/create-github-app-token` from 1 to 2
- [Release notes](https://github.com/actions/create-github-app-token/releases)
- [Commits](https://github.com/actions/create-github-app-token/compare/v1...v2)

Updates `tj-actions/changed-files` from 46.0.3 to 46.0.4
- [Release notes](https://github.com/tj-actions/changed-files/releases)
- [Changelog](https://github.com/tj-actions/changed-files/blob/main/HISTORY.md)
- [Commits](https://github.com/tj-actions/changed-files/compare/v46.0.3...v46.0.4)

---
updated-dependencies:
- dependency-name: actions/create-github-app-token
  dependency-version: '2'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
- dependency-name: tj-actions/changed-files
  dependency-version: 46.0.4
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Fixed a few spelling/grammar mistakes on TSC docs examples (#2738)

* Fix docstring inconsistencies in benchmarking module (resolves #809) (#2735)

* issue#809 Fix docstrings for benchmarking functions

* Fixed docstrings in results_loaders.py

* Fix docstring inconsistencies in benchmarking module - resolves #809

* Fix docstring inconsistencies in benchmarking module - resolves #809

* [ENH] `best_on_top` addition in `plot_pairwise_scatter` (#2655)

* Empty-Commit

* best_on_top parameter added

* changes

* [ENH] Add dummy clusterer tags (#2551)

* dummy clusterer tags

* len

* [ENH] Collection conversion cleanup and `df-list` fix (#2654)

* collection conversion cleanup

* notebook

* fixes

---------

Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* [MNT] Updated the release workflows (#2638)

* edit release workflows to use trusted publishing

* docs

* [MNT,ENH]  Update to allow Python 3.13 (#2608)

* python 3.13

* tensorflow

* esig

* tensorflow

* tensorflow

* esig and matrix profile

* signature notebook

* remove prts

* fix

* remove annoying deps from all_extras

* Update pyproject.toml

* [ENH] Hard-Coded Tests for `test_metrics.py` (#2672)

* Empty-Commit

* hard-coded tests

* changes

* Changed single ticks to double (#2640)

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* 📝 Add HaroonAzamFiza as a contributor for doc (#2740)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* [ENH,MNT] Assign Bot (assigned issues>2) (#2702)

* Empty-Commit

* point 2 working

* changes

* changes in comment message

* [MNT,ENH] Assign-bot (Allow users to type alternative phrases for assingment) (#2704)

* added extra features

* added comments

* optimized code

* optimized code

* made changes requested by moderators

* fixed conflicts

* fixed conflicts

* fixed conflicts

---------

Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>

* 📝 Add Ramana-Raja as a contributor for code (#2741)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* Release v1.1.0 (#2696)

* v1.1.0 draft

* finish

* Automated `pre-commit` hook update (#2743)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT] Bump the github-actions group with 2 updates (#2744)

Bumps the github-actions group with 2 updates: [crs-k/stale-branches](https://github.com/crs-k/stale-branches) and [tj-actions/changed-files](https://github.com/tj-actions/changed-files).


Updates `crs-k/stale-branches` from 7.0.0 to 7.0.1
- [Release notes](https://github.com/crs-k/stale-branches/releases)
- [Commits](https://github.com/crs-k/stale-branches/compare/v7.0.0...v7.0.1)

Updates `tj-actions/changed-files` from 46.0.4 to 46.0.5
- [Release notes](https://github.com/tj-actions/changed-files/releases)
- [Changelog](https://github.com/tj-actions/changed-files/blob/main/HISTORY.md)
- [Commits](https://github.com/tj-actions/changed-files/compare/v46.0.4...v46.0.5)

---
updated-dependencies:
- dependency-name: crs-k/stale-branches
  dependency-version: 7.0.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
- dependency-name: tj-actions/changed-files
  dependency-version: 46.0.5
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [DOC] Add implementation references (#2748)

* implementation references

* better attribution

* use gpu installs for periodic tests (#2747)

* Use shape calculation in _fit to optimize QUANTTransformer (#2727)

* [REF] Refactor Anomaly Detection Module into Submodules by Algorithm Family (#2694)

* Refactor Anomaly Detection Module into Submodules by Algorithm Family

* updated documentation and references

* implemented suggested changes

* minor changes

* added headers for remaining algorithm family

* removing tree-based header

* Automated `pre-commit` hook update (#2756)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [ENH]Type hints/forecasting (#2737)

* Type hints for primitive data types in base module

* Type hints for primitive data types and strings
in forecating module

* type hints for primitives in foreacasting module

* Revert "type hints for primitives in foreacasting module"

This reverts commit 575122d14b28742140ef1e16a3a351dd5db5072b.

* type hints for primitives in forecasting module

* Automated `pre-commit` hook update (#2766)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [ENH] Implement `load_model` function for ensemble classifiers (#2631)

* feat: implement `load_model` function for LITETimeClassifier

Implement separate `load_model` function for LITETimeClassifier, which takes in `model_path` as list of strings and `classes` and loads all the models separately and stores them in `self.classifiers_`

* feat: implement `load_model` function for InceptionTimeClassifier

Implement separate `load_model` function for InceptionTimeClassifier, which takes in `model_path` as list of strings and `classes` and loads all the models separately and stores them in `self.classifiers_`

* fix: typo in load model function

* feat: convert load_model functions to classmethods

* test: implement test for save load for LITETIME and Inception classification models

* Automatic `pre-commit` fixes

* refactor: move loading tests to separate files

* Update _ae_abgru.py (#2771)

* Automated `pre-commit` hook update (#2779)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [DOC] Fix Broken [Source] Link and Improve Documentation for suppress_output() (#2677)

* Fix Broken [Source] Link and Improve Documentation for suppress_output() Function

* modified docstring and added tests

* modified docstring example

* modifying docstring examples

* modifying docstring examples

* updating conf file

* updated docstring

* base transform tidy (#2773)

* DOC: Add Raises section for invalid weights in KNeighborsTimeSeriesClassifier (#1766) (#2764)

Document the ValueError raised during initialization when an unsupported value is passed to the 'weights' parameter.

Clarifies expected exceptions for users and improves API documentation consistency.

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] Fixes Issue Improve `_check_params` method in `kmeans.py` and `kmedoids.py` (#2682)

* Improves _check_params

* removes function and adds a var

* minor changes

* minor changes

* minor changes

* line endings to LF

* use variable instead of duplicating strings

* weird file change

* weird file change

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] Add type hints for deep learning regression classes (#2644)

* type hints for cnn for regrssion

* editing import modules Model & Optim

* type hints for disjoint_cnn for regrssion

* FIX type hints _get_test_params

* ENH Change linie of importing typing

* type hints for _encoder for regrssion

* type hints for _fcn for regrssion

* type hints for _inception_time for regrssion

* type hints for _lite_time for regrssion

* type hints for _mlp for regrssion

* type hints for _resnet for regrssion

* type hints for _base for regrssion

* FIX: mypy errors in _disjoint_cnn.py file

* FIX: mypy typing errors

* Fix: Delete variable types, back old-verbose

* FIX: add model._save in save_last_model_to_file function

* FIX: Put TYPE_CHECKING downside

* Fix: Put Any at the top

* [DOC] Add RotationForest Classifier Notebook for Time Series Classification (#2592)

* Add RotationForest Classifier Notebook for Time Series Classification

* Added references and modified doc

* minor modifications to notebook description

* Update rotation_forest.ipynb

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* fix: Codeowners for benchmarking metrics AD (#2784)

* [GOV] Supporting Developer role (#2775)

* supporting dev role

* pr req

* Update governance.md

* typo

* Automatic `pre-commit` fixes

* aeon

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT, ENH, DOC] Rework similarity search (#2473)

* WIP remake module structure

* Update _brute_force.py

* Update test__commons.py

* WIP mock and test

* Add test for base subsequence

* Fix subsequence_search tests

* debug brute force mp

* more debug of subsequence tests

* more debug of subsequence tests

* Add functional LSH neighbors

* add notebook for sim search tasks

* Updated series similarity search

* Fix mistake addition in transformers and fix base classes

* Fix registry and api reference

* Update documentation and fix some leftover bugs

* Update documentation and add default test params

* Fix identifiers and test data shape for all_estimators tests

* Fix missing params

* Fix n_jobs params and tags, add some docs

* Fix numba test bug and update testing data for sim search

* Fix imports, testing data tests, and impose predict/_predict interface to all sim search estimators

* Fix args

* Fix extract test

* update docs api and notebooks

* remove notes

* Patrick comments

* Adress comments and clean index code

* Fix Patrick comments

* Fix variable suppression mistake

* Divide base class into task specific

* Fix typo in imports

* Empty commit for CI

* Fix typo again

* Add  check_inheritance exception for similarity search

* Revert back to non per type base classes

* Factor check index and typo in test

---------

Co-authored-by: Patrick Schäfer <patrick.schaefer@hu-berlin.de>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: baraline <10759117+baraline@users.noreply.github.com>

* [ENH] Adapt the DCNN Networks to use Weight Norm Wrappers (#2628)

* adapt the dcnn networks to use weight norm wrappers and remove l2 regularization

* Automatic `pre-commit` fixes

* add custom object

* Automatic `pre-commit` fixes

* fix trial

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [GOV] Remove inactive developers (#2776)

* inactive devs

* logo fix

* Automated `pre-commit` hook update (#2792)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* Add SomtoOnyekwelu to .all-contributorsrc (#2788)

* Automated `CONTRIBUTORS.md` update (#2794)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [BUG] Fix a bug in ClaSP Series Transformer when using floatXX as Input (where XX != 64) (#2774)

* Automatic conversion to float64.

* remove print

* [DOC] Changed SummaryClusterer's summary_stat from "percentiles" to "quantiles" (#2778)

* changed summary_stats

* changed summary_stats

* changed summary_stats

* changed summary_stats for regression and classification

* [ENH] Test coverage for AEAttentionBiGRUNetwork Improved (#2540)

* test file for ae_abgru added

* soft depedency of tf resolved

* aeabgru test file changed, bug resolved

* aeabgru file reverted to original state

* [BUG] Better error message for Rotation Forest with no usable attributes (#2798)

* better error message for rotf failure

* Update _rotation_forest_classifier.py

* Update _rotation_forest_regressor.py

* [DOC] Inconsistent double ticks in segmentation package, public docstring only (#2622)

* double ticks EAggloSegmenter docstring

* double ticks HMMSegmenter docstring

* double ticks InformationGainSegmenter docstring

* double ticks for other EAggloSegmenter docstring and removed extra whitespace

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* put lower bound keras (#2808)

* [REF] Refactor smoothing transformers into a sub-package (#2783)

* mockup

* init

* decorator

* correct import and tag

* base docs

* wrappers

* tests

* docs and imports

* test params

* register

* big refactor

* smoothing refactor

* ad stuff

* fixes

* fixes

* no longer required

* [ENH] Refactor range-based metrics to restore original behavior (#2781)

* feat: refactor range-based metrics to be consistent with the other AD metrics and integrate them into the AD test harness

* refactor: move new range metrics methods into their old place and remove the deprecation

* refactor: factor out test execution from test fixtures

* refactor: move tests to new methods

* fix: copy'n'paste error

* [ENH]Use n_jobs parameter in KNeighborsTimeSeriesClassifier. (#2687)

* Use n_jobs parameter in KNeighborsTimeSeriesClassifier.

* Don't convert proba dtype.

* Remove is_fitted checks, update docstring.

* Implement parallel backend param.

* Correct keyword argument for Parallel.

* Add check_n_jobs.

---------

Co-authored-by: stijn <s.j.rotman@tilburguniversity.edu>

* [ENH] add informational tags back to estimator docs (#2652)

* feat: add new tags information for anomaly detection

* feat: add tag information in given anomaly modles

* fix: add new anomaly detector tags in mock anomaly detector class

* fix: use anomaly-detector instead of estimator for new tags

* update and add basic testing

* fixes

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [DOC] Documentation improvement of BaseSeriesEstimator and BaseAeonEstimator (#2612)

* Added the docs for base series and base classes

* Updated documentation for base classes

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] HydraTransformer Output changed (#2656)

* output type added

* hydra wflow modified

* hydra test file added

* pr_pytest reverted

* soft dep check added

* soft dep corrected

* docstring corrected, enhanced test cases

* [DOC] Improved Hidalgo Segmentation Notebook (#2616)

* Improved Hidalgo Segmentation Notebook

* Updated hidalgo notebook

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* new devs and workflow consolidation (#2797)

* all branches (#2809)

* Automated `pre-commit` hook update (#2820)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Bump crs-k/stale-branches in the github-actions group (#2821)

Bumps the github-actions group with 1 update: [crs-k/stale-branches](https://github.com/crs-k/stale-branches).


Updates `crs-k/stale-branches` from 7.0.1 to 8.1.1
- [Release notes](https://github.com/crs-k/stale-branches/releases)
- [Commits](https://github.com/crs-k/stale-branches/compare/v7.0.1...v8.1.1)

---
updated-dependencies:
- dependency-name: crs-k/stale-branches
  dependency-version: 8.1.1
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* fix: indexing in kdtw (#2826)

* [ENH] Added test cases for feature based clustering (#2690)

* Added test cases for feature based clustering

* Automatic `pre-commit` fixes

* added docstring

* Automatic `pre-commit` fixes

* added .

* added .

* updated tsfresh

* Automatic `pre-commit` fixes

* added pytest _check_soft_dependencies for tsfresh

* Automatic `pre-commit` fixes

* added more testing

* Automatic `pre-commit` fixes

* added docs

* added docs

* added pytest

* Automatic `pre-commit` fixes

* improved docs

* Automatic `pre-commit` fixes

* improved test cases

* changes made as requested by moderators

* changes made as requested by moderators

* Automatic `pre-commit` fixes

* changed "percentiles" to "quantiles"

---------

Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* [DOC] Fix inconsistent double backticks in updated  similarity_search module docstrings (#2618)

* [ENH] Update `_continuous.py` functions (#2822)

* update continuous, has test failure

* parameters back to original

* alpha added into precision

* removes p_alpha deprecation

* changes

* [MNT] stop segmenters changing state in predict (#2526)

* remove stored variables in predict

* IGTS

* GGS

* FLUSS

* FLUSS

* CLASP

* CLASP

* revert clasp

* revert clasp

* revert clasp

* Update testing_config.py

* Update _fluss.py

* refactor dummy to naive (#2831)

* [ENH] add a difference transformer to series transformations (#2729)

* add difference transformer to series transformations

* add myself to .all-contributorsrc

* small modification

* modify according to reviews

* [ENH] add informational tags back to estimator docs (#2652)

* feat: add new tags information for anomaly detection

* feat: add tag information in given anomaly modles

* fix: add new anomaly detector tags in mock anomaly detector class

* fix: use anomaly-detector instead of estimator for new tags

* update and add basic testing

* fixes

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [DOC] Documentation improvement of BaseSeriesEstimator and BaseAeonEstimator (#2612)

* Added the docs for base series and base classes

* Updated documentation for base classes

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] HydraTransformer Output changed (#2656)

* output type added

* hydra wflow modified

* hydra test file added

* pr_pytest reverted

* soft dep check added

* soft dep corrected

* docstring corrected, enhanced test cases

* [DOC] Improved Hidalgo Segmentation Notebook (#2616)

* Improved Hidalgo Segmentation Notebook

* Updated hidalgo notebook

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* new devs and workflow consolidation (#2797)

* all branches (#2809)

* Automated `pre-commit` hook update (#2820)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Bump crs-k/stale-branches in the github-actions group (#2821)

Bumps the github-actions group with 1 update: [crs-k/stale-branches](https://github.com/crs-k/stale-branches).


Updates `crs-k/stale-branches` from 7.0.1 to 8.1.1
- [Release notes](https://github.com/crs-k/stale-branches/releases)
- [Commits](https://github.com/crs-k/stale-branches/compare/v7.0.1...v8.1.1)

---
updated-dependencies:
- dependency-name: crs-k/stale-branches
  dependency-version: 8.1.1
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* fix: indexing in kdtw (#2826)

* [ENH] Added test cases for feature based clustering (#2690)

* Added test cases for feature based clustering

* Automatic `pre-commit` fixes

* added docstring

* Automatic `pre-commit` fixes

* added .

* added .

* updated tsfresh

* Automatic `pre-commit` fixes

* added pytest _check_soft_dependencies for tsfresh

* Automatic `pre-commit` fixes

* added more testing

* Automatic `pre-commit` fixes

* added docs

* added docs

* added pytest

* Automatic `pre-commit` fixes

* improved docs

* Automatic `pre-commit` fixes

* improved test cases

* changes made as requested by moderators

* changes made as requested by moderators

* Automatic `pre-commit` fixes

* changed "percentiles" to "quantiles"

---------

Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* [DOC] Fix inconsistent double backticks in updated  similarity_search module docstrings (#2618)

* delete some descriptions

* modification to _maintainer_

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>
Co-authored-by: Adarsh Dubey <dubeyadarshmain@gmail.com>
Co-authored-by: Kevin Shah <161136814+kevinzb56@users.noreply.github.com>
Co-authored-by: Balgopal Moharana <99070111+lucifer4073@users.noreply.github.com>
Co-authored-by: Kavya Rambhia <161142013+kavya-r30@users.noreply.github.com>
Co-authored-by: aeon-actions-bot[bot] <148872591+aeon-actions-bot[bot]@users.noreply.github.com>
Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>
Co-authored-by: Ramana Raja <83065061+Ramana-Raja@users.noreply.github.com>
Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Ciph3r <142653450+adityagh006@users.noreply.github.com>

* Automated `CONTRIBUTORS.md` update (#2832)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [BUG] Fix data loader (#2810)

* Update _data_loaders.py

* Update _data_loaders.py

* stop deleting directories

* Automated `pre-commit` hook update (#2841)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* 📝 Add lucifer4073 as a contributor for code (#2846)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* [BUG] Adds test case for using csr_matrix with pickle - invalidates #2210 (#2843)

* Extend test parameter set to validate if csx_matrix works with pickle.
* Invalidates bug #2210

* [DOC] Docstring improved for dummy regressor (#2839)

* Docstring improved for dummy regressor

* convo resolved

* remove numba typing (#2858)

* [DOC] Regression forecaster docstring (#2837)

* docstring

* docstring

* [ENH] Whole-series anomaly detection (#2326)

* mockup

* init

* decorator

* correct import and tag

* base docs

* wrappers

* tests

* docs and imports

* test params

* register

* big refactor

* smoothing refactor

* Revert "smoothing refactor"

This reverts commit c245ccbd0c1481b188a9094ccd7ff493613a89cd.

* fixes

* final bits and docs for refactor

* fixes

* testing fixes

* Update aeon/anomaly_detection/collection/base.py

Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>

* Update docs/api_reference/anomaly_detection.rst

Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>

* Review changes

* docs

* import

---------

Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>

* [MNT] Bump the github-actions group across 1 directory with 2 updates (#2868)

Bumps the github-actions group with 2 updates in the / directory: [ossf/scorecard-action](https://github.com/ossf/scorecard-action) and [crs-k/stale-branches](https://github.com/crs-k/stale-branches).


Updates `ossf/scorecard-action` from 2.4.1 to 2.4.2
- [Release notes](https://github.com/ossf/scorecard-action/releases)
- [Changelog](https://github.com/ossf/scorecard-action/blob/main/RELEASE.md)
- [Commits](https://github.com/ossf/scorecard-action/compare/v2.4.1...v2.4.2)

Updates `crs-k/stale-branches` from 8.1.1 to 8.2.0
- [Release notes](https://github.com/crs-k/stale-branches/releases)
- [Commits](https://github.com/crs-k/stale-branches/compare/v8.1.1...v8.2.0)

---
updated-dependencies:
- dependency-name: ossf/scorecard-action
  dependency-version: 2.4.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
- dependency-name: crs-k/stale-branches
  dependency-version: 8.2.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Automated `pre-commit` hook update (#2867)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [ENH] introduce revised version of ETS (#2834)

* first version for correctness testing

* timing

* examples

* new tests

* refactor predict

* final ETS

* arima first

* docstrings

* docstrings

* Convert error, trend and seasonality types to strings

* Automatic `pre-commit` fixes

* Add Type hints back in

* Fix Type hints

* Fix Linting issue

* Automatic `pre-commit` fixes

* Update test_ets to use strings for error, trend and seasonality types

* Automatic `pre-commit` fixes

* switch to fastmath

* remove _arima, incorrectly introduced here

* all int or str parameters

* refactor variable name

---------

Co-authored-by: alexbanwell1 <31886108+alexbanwell1@users.noreply.github.com>

* [DOC] Update the projects lists (#2146)

* remove Theta

* projects

* draft

* add some papers

* update papers

* update projects

* remove completed projects

* remove poorly specified/out of date projects

* remove merlin projects

* restructure papers by year

* papers using aeon

* projects list and previous projects

* update papers

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [DEP] Remove `prts` dependency (#2863)

* remove prts from pyproject

* docs

* Update _continuous.py

* Automatic `pre-commit` fixes

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [ENH] Starting Self Supervised Model with first example (#2385)

* add ssl module in transformations collection

* add api

* add test params

* fix example

* restart tests

* test fix params

* network none

* revert

* import inside function

* try dummy

* test repr

* network repr

* enhance testing

* fix test

* replace tcnn by lite

* tony's comments

* fix typing

* fix znorm

* z_norm in test

* add exp module

* Update repr.py

* Update base.py

* Automatic `pre-commit` fixes

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>
Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* update slack link (#2877)

* [BUG] Switch results loaders from http to https (#2883)

* https

* https in tests

* [ENH] Correct broken source links for `set_params` and `get_params` in Aeon estimator docs (#2754)

* Correct broken source links for `set_params` and `get_params` in Aeon estimator docs

* made necessary changes

* made necessary changes

* modified linkcode_resolve

* added comments

* open PR comment changes (#2878)

* [ENH] Implemented Tracking differentiator-based multiview dilated characteristics (TD-MVDC) Classifier (#2535)

* Files and structure of tdmvdc class added

* utility functions for tdmvdc applied

* unecessary files removed

* Initial implementation of TDMVDC added

* accuracy improved to the required 81 per cent

* test params added for tdmvdc

* n_jobs temporarily disabled

* n_jobs test params removed

* Revert "n_jobs test params removed"

This reverts commit 91539099f3cd3a201b7fe68bfea80a9ae5ebc706.

* multithreading capability temporarily removed from tdmvdc

* multithreading added

* n_jobs removed from test_param

* test added for tdmvdc

* test added for tdmvdc

* optimized comments

* Made tdmvdc uniform across all feauture based classifiers

* tdmvdc tested

* check constructor test exlcuded for tdmvdc

* changed

* init file changed

* check constructor corrected tdmvdc

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* Automated `pre-commit` hook update (#2888)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Update pandas requirement in the python-packages group (#2889)

Updates the requirements on [pandas](https://github.com/pandas-dev/pandas) to permit the latest version.

Updates `pandas` to 2.3.0
- [Release notes](https://github.com/pandas-dev/pandas/releases)
- [Commits](https://github.com/pandas-dev/pandas/compare/v2.0.0...v2.3.0)

---
updated-dependencies:
- dependency-name: pandas
  dependency-version: 2.3.0
  dependency-type: direct:production
  dependency-group: python-packages
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [MNT] Drop Python 3.9 (#2845)

* drop python 3.9

* fixes

* readme

* tag

* test skip

* [ENH] Series transformer pipeline and datatype list tidy (#2830)

* series pipeline

* fixes and docs

* test fix

* fix

* [ENH] Multivariate and unequal PF, speed-ups and distance classifier tidy (#2872)

* pass 1

* pf change fixes and derivative function merge

* test

* fixes

* expected result

* unequal and deprecations

* [ENH] Add two forecasting tags (#2882)

* add tags

* correct exog

* typo

* [DOC] A fix to inconsistent double tick quote for the classification.distance_based module (#2627)

* A fix to inconsistent double quotes

* A fix to inconsistent double quotes

* A fix to inconsistent double quotes

* A fix to inconsistent double quotes

* Revert "A fix to inconsistent double quotes"

This reverts commit ff98c81a6c29b61d053e66c80f9f167b718172f5.

* A fix to inconsistent double quotes

* A fix to inconsistent double quotes

* fix inconsistent double ticks

* Automatic `pre-commit` fixes

* Update _elastic_ensemble.py

* Update _proximity_forest.py

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* 📝 Add Ahmed-Zahran02 as a contributor for doc (#2892)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* [BUG] Forecasting regressor fix and notebook (#2885)

* stop returning an array

* notebook

* Create window.png

* fix test and typo

* remove unfinished sentence

* 📝 Add AnaghDeshpande as a contributor for doc (#2896)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* [GOV] Use the NumFOCUS code of conduct and rename `aeon` workgroup (#2852)

* code of conduct update and readmes

* typo

---------

Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>

* [DOC] resolved the inconsistency of double ticks for the anomaly detection module #809 (#2546)

* resolved the inconsistency of double quotes

* resolved the inconsistency of double ticks

* resolved the pre-commit errors occuring due to flake8

* Update _cblof.py

made changes in line number 19 and 145.

* Automatic `pre-commit` fixes

* Update _copod.py

made changes in line number 76

* Automatic `pre-commit` fixes

* Update _iforest.py

made changes in line number 19

* Automatic `pre-commit` fixes

* Update _kmeans.py

made changes in line number 178

* Automatic `pre-commit` fixes

* Update _merlin.py

made changes in line number 215

* Automatic `pre-commit` fixes

* Update _one_class_svm.py

made changes in line number 19

* Automatic `pre-commit` fixes

* Update _pyodadapter.py

made changes in line number 165

* Update _stomp.py

made changes in line number 125

* Automatic `pre-commit` fixes

* converted directives to single ticks

* added double ticks to code ref

* fixed link in cblof.py and some other minor changes

* Update base.py

---------

Co-authored-by: Patrick Schäfer <patrick.schaefer@hu-berlin.de>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] Forecasting testing (#2891)

* call forecasting checks

* basic cleanup

* fix

* add assert error messages

* remove fit_is_empty check (see #2893)

* remove extra argument to fit

* remove extra argument to predict

* correct forecast argument

* Update _yield_forecasting_checks.py

* add test for predict

---------

Co-authored-by: Tony Bagnall <ajb@uea.ac.uk>

* [MNT] Fixing CI issues and separate doctests from regular CI runners (#2902)

* trying to fix CI stuff

* use numba in codecov

* try cov

* no cov

* doctest-plus

* doctest-plus

* addopts

* dedicated doctest test

* periodic

* [BUG] Fixes a bug with SFAFast throwing an error when calling transform after fit (#2897)

* Bugfix for SFA_Fast with transform called after fit

* [MNT] Bump stefanzweifel/git-auto-commit-action from 5 to 6 in the github-actions group (#2906)

* [MNT] Bump stefanzweifel/git-auto-commit-action

Bumps the github-actions group with 1 update: [stefanzweifel/git-auto-commit-action](https://github.com/stefanzweifel/git-auto-commit-action).


Updates `stefanzweifel/git-auto-commit-action` from 5 to 6
- [Release notes](https://github.com/stefanzweifel/git-auto-commit-action/releases)
- [Changelog](https://github.com/stefanzweifel/git-auto-commit-action/blob/master/CHANGELOG.md)
- [Commits](https://github.com/stefanzweifel/git-auto-commit-action/compare/v5...v6)

---
updated-dependencies:
- dependency-name: stefanzweifel/git-auto-commit-action
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update issue_comment_edited.yml

* Update pr_precommit.yml

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] Added RNN in networks (#2875)

* RNN net architecture added

* Fixed activation function for both str and list

* RNN test mesage corrected

* reverted workflow

* reverted workflow

* requested changes applied

* convo resolved

* Update README.md (#2908)

* [ENH] Add recursive and direct methods to forecasting base class  (#2899)

* base class methods

* direct

* recursive

* base

* direct_forecasting

* recursive_forecasting

* recursive_forecasting

* recursive_forecasting

* direct notebook

* direct notebook

* direct notebook

* switch to iterative

* switch to iterative

* iterative

* iterative notebook

* append change

* append change

* fix regression bug

* comment

* [ENH] remove horizon from ETS constructor, parametrize ETS tests (#2898)

* remove horizon from ETS argument, parametrize tests

* remove horizon from example

* docstring

* [ENH] Refactor example dataset for unequal length univariate (#2859)

* deprecate PLAID

* add pickup

* deprecated

* [ENH, REF]Refactored time-point based ROCKAD implementation (#2804)

* mockup

* init

* decorator

* correct import and tag

* base docs

* wrappers

* tests

* docs and imports

* test params

* register

* big refactor

* smoothing refactor

* Revert "smoothing refactor"

This reverts commit c245ccbd0c1481b188a9094ccd7ff493613a89cd.

* fixes

* final bits and docs for refactor

* move predict_proba logic into inner_predict for code consistency

* Added reference and example code, updated description

* Adapted tests to be semi-supervised

* Added semi-supervised labeling to description

* moved Attributes above References and Examples, updated path of collection based rockad implementation

* merge 2

* CI errors

* maintainer

* doctest

---------

Co-authored-by: MatthewMiddlehurst <m.middlehurst@uea.ac.uk>
Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [ENH] enhance naive forecaster with new strategies (#2869)

* naive forecaster with new strategies

* few modifications according to reviews

* made modifications and add documentation

* modifications according to reviews

* try to pass the test

* delete one comment

* modify 1)more test cases for seasonal_last 2)raise exception for y input in _predict, and related documentation

* fix typo

* take y

* Update _naive.py

---------

Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>
Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [ENH,REF]  Unequal length collection transforms (#2903)

* move and update unequal transforms

* unequal transforms

* comment

* better sorting

* extra transform test

* changes for review

* Release v1.2.0 (#2912)

* release prep

* changelog

* Automated `pre-commit` hook update (#2914)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Comments on numba caching and release CI fix (#2916)

* release CI jank

* comment

* swap

* [ENH] Improves `create_multi_comparison_matrix` parameters and saving (#2657)

* Empty-Commit

* condensed parameters and showing output

* test cases updated

* changes

* updated examples

* point 2 working

* [DOC] Clarify comments regarding issue assignment limits and user notifications

* condensed parameters and showing output

* test cases updated

* changes

* dir -> save_path

* Reverted _mcm.py and its test to match main

* requested changes done, pdf not showing yet

* changes

* changes

* updated docstring

* changes

* requested changes

* example file changes

* changed formats default to None

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [MNT] Prevents assignment on Restricted Labels (#2706)

* restricted labels

* set

* resolve conflicts

* merge assign PRs and small change

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [MNT] Update scikit-learn requirement from <1.7.0,>=1.0.0 to >=1.0.0,<1.8.0 in the python-packages group (#2907)

* [MNT] Update scikit-learn requirement in the python-packages group

Updates the requirements on [scikit-learn](https://github.com/scikit-learn/scikit-learn) to permit the latest version.

Updates `scikit-learn` to 1.7.0
- [Release notes](https://github.com/scikit-learn/scikit-learn/releases)
- [Commits](https://github.com/scikit-learn/scikit-learn/compare/1.0...1.7.0)

---
updated-dependencies:
- dependency-name: scikit-learn
  dependency-version: 1.7.0
  dependency-type: direct:production
  dependency-group: python-packages
...

Signed-off-by: dependabot[bot] <support@github.com>

* new validation

* Update test_rockad.py

* Update _rockad.py

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [MNT] issue-assign-bot - only users with write access should be able to assign others (#2739)

* only admins can assign others

* improve comment message

* Automatic `pre-commit` fixes

* fixes according to latest code

* Automatic `pre-commit` fixes

* changes according to latest code

* resolve merge conflicts

* Automatic `pre-commit` fixes

* adjust according to latest code

* merge

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [MNT] Created workflow for closing "AI Spam" pull requests (#2750)

* added ai_spam

* Automatic `pre-commit` fixes

* fixed comment text

* fixed comment text

* updated to python 3.11

---------

Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>

* [ENH] Use `np.argpartition` for efficient top-k selection instead of `np.argsort` (#2805)

* use argpartition for efficient selection instead of argsort

* made the required changes

* [EHN] Allow exogenous variables in regression forecasters (#2915)

* add exogenous variable feature to base and regression forecasters

* delete self._check_X for exog

---------

Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* Automated `pre-commit` hook update (#2922)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Bump actions/create-github-app-token in the github-actions group (#2923)

Bumps the github-actions group with 1 update: [actions/create-github-app-token](https://github.com/actions/create-github-app-token).


Updates `actions/create-github-app-token` from 1 to 2
- [Release notes](https://github.com/actions/create-github-app-token/releases)
- [Commits](https://github.com/actions/create-github-app-token/compare/v1...v2)

---
updated-dependencies:
- dependency-name: actions/create-github-app-token
  dependency-version: '2'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [ENH] Added RecurrentRegressor for time series regression (#2894)

* RNN net architecture added

* Fixed activation function for both str and list

* RNN test mesage corrected

* RNN regressor added

* init updated w rnn

* reverted workflow

* reverted workflow

* requested changes applied

* updated with latest recurrent network

* merged with main

* [MNT] Add testing workflow for multithreading and make threaded estimators use `check_n_jobs` (#2913)

* multithreading test

* njons and workflow fix

* tde and base test

* _n_jobs in testing

* _n_jobs in testing

* more test fixes

* fixes

* more n_jobs

* more n_jobs

* more n_jobs

* more n_jobs

* more n_jobs

* test fix

* test fix

* test fix

* test fix

* hopefully last

* hopefully last again

* dont enumerate

* periodic test

* [DOC,MNT] Documentation configuration clean-up (#2911)

* start

* remove old parameter

* numpydoc config

* conf tidy

* headers

* exclude unused methods and update gsoc in about

* changelog

* binder button

* myst config

* remove extra bullet point

* changelog

* Automatic `pre-commit` fixes

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [DOC] fix incorrect references of classes in getting started page (#2762)

* fix: incorrect references of classes in getting started page

* fix: typo in BaseSimilaritySearch

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* Automated `pre-commit` hook update (#2932)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [DOC] Add RecurrentRegressor and RecurrentNetowork to api_reference (#2935)

* Recurrent Regressor added to API doc

* Recurrent network  added to API doc

* [ENH] Refactor to set forecast_ in fit and to require y in predict (#2927)

* require y in predict

* forecast_

* remove calls to predict

* doc examples

* regression forecaster rework

* other tests

* docstrings

* refactor forecasting checks

* test

* test

* regression notebook

* test_ets

* Revert "test_ets"

This reverts commit 827a12a0a2fa3fec2d55d481a97aed62bd290059.

* Revert "regression notebook"

This reverts commit 27978022921c8c436d1ae458511ce5885d425c09.

* ets

* notebook

* naive testing

* [ENH] Clone estimator in direct forecast (#2936)

* clone estimator

* clone estimator

* tests

* test update

* [ENH] Implement Time-Varying Parameter (TVP) regression forecaster using Kalman filter  (#2920)

* TVP

* bug

* refactor

* test

* test

* add notebook

* docstring

* add an intercept

* includes

* squeeze predict

* format

* remove incomplete example

* add test params

* dummy test

* dummy test

* clone estimator

* clone estimator

* remove y is none

* notebook

* tests

* tests

* test update

* remove pointless test

* docstring update

* [MNT] Add codespell support (config, workflow to detect/not fix) and make it fix a "few" typos (#2653)

* Add github action to codespell main on push and PRs

* Add rudimentary codespell config

* Add pre-commit definition for codespell

* Some skips for codespell -- lots of work todo

* [DATALAD RUNCMD] run codespell throughout fixing typos automagically (but ignoring overall fail due to ambigous ones)

=== Do not change lines below ===
{
 "chain": [],
 "cmd": "codespell -w || :",
 "exit": 0,
 "extra_inputs": [],
 "inputs": [],
 "outputs": [],
 "pwd": "."
}
^^^ Do not change lines above ^^^

* codespeed notebook and testing

* incorrect typos and notebooks

* more typos

* config and fixes

* Update similarity_search.ipynb

fix notebook typos

* update skip

* temp typo and annotation workflow

* annotations

* fix typos

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Antoine Guillaume <antoine.guillaume45@gmail.com>

* typo (#2944)

* correct checkout (#2945)

* DOC: fix typos in MatrixProfileSeriesTransformer (#2940) (#2941)

Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* 📝 Add CodeFor2001 as a contributor for doc (#2946)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* [ENH] Rework ETS Forecaster (#2939)

* iterative

* iterative ETS

* notebook

* Fix bug in seasonality calculation

* Add example for ETS iterative forecasting

* ets tests

* holding notebook

* example

* Run Itertive notebook

---------

Co-authored-by: Alex Banwell <arb1g19@soton.ac.uk>

* [MNT] add n_jobs parameter for sax invertion (#2953)

* add n_jobs

* add tag

* Automated `pre-commit` hook update (#2949)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [DEP] Deprecate PLAID dataset (#2928)

* remove PLAID

* remove PLAID

* [DOC] Classification notebook links (#2942)

* fix links

* fix links

---------

Co-authored-by: Antoine Guillaume <antoine.guillaume45@gmail.com>

* [ENH] Added TemporalConvolutionalNetwork in aeon/networks (#2933)

* tcn network added

* tcn_net pytest added

* tcn_network updated with default params

* tcn reshaped

* tcn changed

* tcn updated

* doctest corrected

* tcn rshaped

* workflow corrected

* [BUG] Improve signature docs (#2929)

* signature docs

* tests

* typo

* notebook

* correct image

* fix test

* decalre in init

* switch classifier to store SignatureTransformer

* revert classifier

* revert transformer

* embed image rather than link

* equation

* equation

* remove tests

* maths

* maths

* add eq

* add eq

* remove example

* line break

---------

Co-authored-by: Antoine Guillaume <antoine.guillaume45@gmail.com>

* [MNT] Workflow maintenance  (#2919)

* keep running doctests on fail

* renames

* remove 3.13.5

* [ENH] Add Basic ARIMA model (#2860)

* arima first

* move utils

* make functions private

* Modularise SARIMA model

* Add ARIMA forecaster to forecasting package

* Add example to ARIMA forecaster, this also tests the forecaster is producing the expected results

* Basic ARIMA model

* Convert ARIMA to numba version

* Adjust parameters to allow modification in fit

* Update example and return native python type

* Fix examples for tests

* Fix Nelder-Mead Optimisation Algorithm Example

* Fix Nelder-Mead Optimisation Algorithm Example #2

* Remove Nelder-Mead Example due to issues with numba caching functions

* Fix return type issue

* Address PR Feedback

* Ignore small tolerances in floating point value in output of example

* Fix kpss_test example

* Fix kpss_test example #2

* Update documentation for ARIMAForecaster, change constant_term to be bool, and fix bug with it not operating on differemced data

* Modify ARIMA to allow predicting multiple values by updating the state without refitting the model

* Fix bug using self.d rather than self.d_

* refactor ARIMA

* docstring

* find forecast_ in fit

* remove optional y

* add iterative

* typo

* typo

* calculate forecast_

* use differenced

* example

* iterative

* arima tests

* revert to float

* switch nelder_mead version

* isolate loss function

* isolate loss function

* remove the utils version of nelder mead

* set self.c_ correctly

* numba optimise

* numba optimise

* numba optimise

* Add missing _extract_paras file

* initial residuals bug and proper differencing d>1

* loss function ignores zeroed start points

* fix test

* revert FLOAT_CMP

* refactor into forecasting

* remove example

---------

Co-authored-by: Tony Bagnall <ajb@uea.ac.uk>
Co-authored-by: Alex Banwell <arb1g19@soton.ac.uk>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* Automated `pre-commit` hook update (#2959)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* clean space for swap CI to stop sporadic failue (#2965)

* [MNT] Bump crs-k/stale-branches in the github-actions group (#2950)

---
updated-dependencies:
- dependency-name: crs-k/stale-branches
  dependency-version: 8.2.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [ENH] New experimental module: imbalance in collection transformers (#2498)

* first draft

* [ENH] wrapper for smote and adasyn of the imbalance module in collection transformers (#2501)

* smote & adasyn in aeon.transformation.imbalance

* smote & adasyn in aeon.transformation.imbalance

* smote & adasyn in aeon.transformation.imbalance

* smote & adasyn in aeon.transformation.imbalance

* make experimental

* inherit from SMOTE

* test equivalence to imblearn

* move tests

* format

* import

* add test parameters

* Ported OHIT (#2573)

* Automatic `pre-commit` fixes

* docstrings

* remove import

* remove incorrect test parameters

* docstrings

* examples

* examples

* refactor variable name

* format comments and reference

* typos

---------

Co-authored-by: Chuanhang Qiu <80885865+LinGinQiu@users.noreply.github.com>
Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* stop overwriting y (#2969)

* [BUG] Fix redcomets bug when using only one sample (#2952)

* Fix

* fix exemples

* Empty commit for CI

* Rework examples and add test

* Try fixing example indentation error

* Fix examples

---------

Co-authored-by: baraline <10759117+baraline@users.noreply.github.com>
Co-authored-by: Patrick Schäfer <patrick.schaefer@hu-berlin.de>

* [DEP] Remove deprecated transforms (#2961)

* remove depcated transforms

* fixes

* updated dtw gi

* debug

* debug

* debug

* debug

* fix

* Empty commit for CI

* change to get_num_threads

* resolved comments

* fix refactor

* fix refactor

* fixed regressor test

* removed kwargs

* added test to ensure n_jobs > 1 doesnt break

* merged main and set test to only run on threaded runner

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Antoine Guillaume <antoine.guillaume45@gmail.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: aeon-actions-bot[bot] <148872591+aeon-actions-bot[bot]@users.noreply.github.com>
Co-authored-by: chrisholder <4674372+chrisholder@users.noreply.github.com>
Co-authored-by: Kavya Rambhia <161142013+kavya-r30@users.noreply.github.com>
Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Aryan Pola <98093778+aryanpola@users.noreply.github.com>
Co-authored-by: Tanish Yelgoe <143334319+tanishy7777@users.noreply.github.com>
Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>
Co-authored-by: Kaustubh <97254178+Kaustbh@users.noreply.github.com>
Co-authored-by: Akash Kawle <128881349+shinymack@users.noreply.github.com>
Co-authored-by: TinaJin0228 <60577222+TinaJin0228@users.noreply.github.com>
Co-authored-by: Ayush Singh <rawatsinghayush9720@gmail.com>
Co-authored-by: ayushsingh9720 <199482418+ayushsingh9720@users.noreply.github.com>
Co-authored-by: HaroonAzamFiza <haroonazamfiza@gmail.com>
Co-authored-by: adityagh006 <142653450+adityagh006@users.noreply.github.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>
Co-authored-by: V_26@ <valencia.saldanha26@gmail.com>
Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>
Co-authored-by: Ramana Raja <83065061+Ramana-Raja@users.noreply.github.com>
Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Ahmed Zahran <136983104+Ahmed-Zahran02@users.noreply.github.com>
Co-authored-by: Adarsh Dubey <dubeyadarshmain@gmail.com>
Co-authored-by: Ali El Hadi ISMAIL FAWAZ <54309336+hadifawaz1999@users.noreply.github.com>
Co-authored-by: Somto Onyekwelu <117727947+SomtoOnyekwelu@users.noreply.github.com>
Co-authored-by: Saad Al-Tohamy <92796871+saadaltohamy@users.noreply.github.com>
Co-authored-by: Patrick Schäfer <patrick.schaefer@hu-berlin.de>
Co-authored-by: baraline <10759117+baraline@users.noreply.github.com>
Co-authored-by: Aadya Chinubhai <77720426+aadya940@users.noreply.github.com>
Co-authored-by: Balgopal Moharana <99070111+lucifer4073@users.noreply.github.com>
Co-authored-by: Massimiliano <117172198+nMaax@users.noreply.github.com>
Co-authored-by: steenrotsman <78110080+steenrotsman@users.noreply.github.com>
Co-authored-by: stijn <s.j.rotman@tilburguniversity.edu>
Co-authored-by: Kevin Shah <161136814+kevinzb56@users.noreply.github.com>
Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>
Co-authored-by: alexbanwell1 <31886108+alexbanwell1@users.noreply.github.com>
Co-authored-by: Anagh.B.Deshpande <125550290+AnaghDeshpande@users.noreply.github.com>
Co-authored-by: Tony Bagnall <ajb@uea.ac.uk>
Co-authored-by: Patrick <55019140+pattplatt@users.noreply.github.com>
Co-authored-by: MatthewMiddlehurst <m.middlehurst@uea.ac.uk>
Co-authored-by: Yaroslav Halchenko <debian@onerussian.com>
Co-authored-by: Saniya S Inamdar <39870781+CodeFor2001@users.noreply.github.com>
Co-authored-by: Alex Banwell <arb1g19@soton.ac.uk>
Co-authored-by: Chuanhang Qiu <80885865+LinGinQiu@users.noreply.github.com>
chrisholder added a commit that referenced this pull request Aug 12, 2025
* added numba prange to all pairwise distances

* sfa update

* changed warning

* thread kneighbors

* fix test

* custom pairwise threaded

* fixed

* added threaded decorator

* merge changes and fixed call

* fix

* fix

* fixed

* expanded threaded decorator to work with classes

* fixed

* fix

* merge

* added test for kneighbors

* added test for kneighbors

* fix

* Automated `CONTRIBUTORS.md` update (#2614)

Co-authored-by: chrisholder <4674372+chrisholder@users.noreply.github.com>

* Updated Interval Based Notebook (#2620)

* [DOC] Added Docstring for regression forecasting (#2564)

* Added Docstring for Regression

* Added Docstring for Regression

* exog fix

* GSoC announcement (#2629)

* Automated `pre-commit` hook update (#2632)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT] Bump tj-actions/changed-files from 45 to 46 in the github-actions group (#2637)

* [MNT] Bump tj-actions/changed-files in the github-actions group

Bumps the github-actions group with 1 update: [tj-actions/changed-files](https://github.com/tj-actions/changed-files).


Updates `tj-actions/changed-files` from 45 to 46
- [Release notes](https://github.com/tj-actions/changed-files/releases)
- [Changelog](https://github.com/tj-actions/changed-files/blob/main/HISTORY.md)
- [Commits](https://github.com/tj-actions/changed-files/compare/v45...v46)

---
updated-dependencies:
- dependency-name: tj-actions/changed-files
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update pr_precommit.yml

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [MNT] Update numpy requirement in the python-packages group (#2643)

Updates the requirements on [numpy](https://github.com/numpy/numpy) to permit the latest version.

Updates `numpy` to 2.2.4
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.21.0...v2.2.4)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  dependency-group: python-packages
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [MNT,DEP] _binary.py metrics deprecated  (#2600)

* functions deprecated

* Empty-Commit

* version changed

* Support for unequal length timeseries in itakura parallelogram (#2647)

* [ENH] Implement DTW with Global alignment (#2565)

* Implements Dynamic Time Warping with Global Invariances

* Adds Numba JIT compilation support

* Adds docs and numba support for dtw_gi and test_distance fixed

* Fixes doctests

* Automatic `pre-commit` fixes

* Minor changes

* Minor changes

* Remove dtw_gi function and combine with private method _dtw_gi

* Adds parameter tests

* Fixes doctests

* Minor changes

* [ENH] Adds kdtw kernel support for kernelkmeans (#2645)

* Adds kdtw kernel support for kernelkmeans

* Code refactor

* Adds tests for kdtw clustering

* minor changes

* minor changes

* [MNT] Skip some excected results tests when numba is disabled (#2639)

* skip some numba tests

* Empty commit for CI

* Update testing_config.py

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT] Remove REDCOMETs from testing exclusion list (#2630)

* remove excluded estimators

* redcomets fix

* [ENH] Replace `prts` metrics (#2400)

* Pre-commit fixes

* Position parameter in calculate_bias

* Added recall metric

* merged into into one file

* test added

* Changes in test and range_metrics

* list of list running but error!

* flattening lists, all cases passed

* Empty-Commit

* changes

* Protected functions

* Changes in documentation

* Changed test cases into seperate functions

* test cases added and added range recall

* udf_gamma removed from precision

* changes

* more changes

* recommended changes

* changes

* Added Parameters

* removed udf_gamma from precision

* Added binary to range

* error fixing

* test comparing prts and range_metrics

* Beta parameter added in fscore

* Added udf_gamma function

* f-score failing when comparing against prts

* fixed f-score output

* alpha usage

* Empty-Commit

* added test case to use range-based input for metrics

* soft dependency added

* doc update

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>

* Clarify documentation regarding unequal length series limitation (#2589)

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* Automated `pre-commit` hook update (#2683)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT] Bump tj-actions/changed-files in the github-actions group (#2686)

Bumps the github-actions group with 1 update: [tj-actions/changed-files](https://github.com/tj-actions/changed-files).


Updates `tj-actions/changed-files` from 46.0.1 to 46.0.3
- [Release notes](https://github.com/tj-actions/changed-files/releases)
- [Changelog](https://github.com/tj-actions/changed-files/blob/main/HISTORY.md)
- [Commits](https://github.com/tj-actions/changed-files/compare/v46.0.1...v46.0.3)

---
updated-dependencies:
- dependency-name: tj-actions/changed-files
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [ENH] Set `outlier_norm` default to True for Catch22 estimators (#2659)

* sets outlier_norm=True by deafault

* Minor changes

* Docs improvement

* [MNT] Use MacOS for examples/ workflow (#2668)

* update bash to 5.x for lastpipe support

* added esig installation

* install boost before esig

* fixed examples path issue for excluded notebooks

* switched to fixed version of macos

* added signature_method.ipynb to excluded list

* removed symlink for /bin/bash

* Update dependencies.md (#2717)

Correct typo in dependencies.md

* Automated `pre-commit` hook update (#2708)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [ENH] Test Coverage for Pairwise Distance (#2590)

* Pairwise distance matrix test

* Empty commit for CI

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* re-running notebook for fixing cell output error (#2597)

* Docstring (#2609)

* [DOC] Add 'Raises' section to docstring #1766 (#2617)

* [DOC] Add 'Raises' section to docstring #1766

* Automatic `pre-commit` fixes

* Update _base.py

* Automatic `pre-commit` fixes

---------

Co-authored-by: ayushsingh9720 <199482418+ayushsingh9720@users.noreply.github.com>

* [DOC] Contributor docs update (#2554)

* contributing docs update

* contributing docs update 2

* typos

* Update contributing.md

new section

* Update testing.md

testing update

* Update contributing.md

dont steal code

* Automatic `pre-commit` fixes

* Update contributing.md

if

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>
Co-authored-by: Antoine Guillaume <antoine.guillaume45@gmail.com>

* prevent assignment on PRs (#2703)

* Update run_examples.sh (#2701)

* [BUG] SevenNumberSummary bugfix and input rename (#2555)

* summary bugfix

* maintainer

* test

* readme (#2556)

* remove MutilROCKETRegressor from alias mapping (#2623)

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* Automated `pre-commit` hook update (#2731)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT] Bump the github-actions group with 2 updates (#2733)

Bumps the github-actions group with 2 updates: [actions/create-github-app-token](https://github.com/actions/create-github-app-token) and [tj-actions/changed-files](https://github.com/tj-actions/changed-files).


Updates `actions/create-github-app-token` from 1 to 2
- [Release notes](https://github.com/actions/create-github-app-token/releases)
- [Commits](https://github.com/actions/create-github-app-token/compare/v1...v2)

Updates `tj-actions/changed-files` from 46.0.3 to 46.0.4
- [Release notes](https://github.com/tj-actions/changed-files/releases)
- [Changelog](https://github.com/tj-actions/changed-files/blob/main/HISTORY.md)
- [Commits](https://github.com/tj-actions/changed-files/compare/v46.0.3...v46.0.4)

---
updated-dependencies:
- dependency-name: actions/create-github-app-token
  dependency-version: '2'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
- dependency-name: tj-actions/changed-files
  dependency-version: 46.0.4
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Fixed a few spelling/grammar mistakes on TSC docs examples (#2738)

* Fix docstring inconsistencies in benchmarking module (resolves #809) (#2735)

* issue#809 Fix docstrings for benchmarking functions

* Fixed docstrings in results_loaders.py

* Fix docstring inconsistencies in benchmarking module - resolves #809

* Fix docstring inconsistencies in benchmarking module - resolves #809

* [ENH] `best_on_top` addition in `plot_pairwise_scatter` (#2655)

* Empty-Commit

* best_on_top parameter added

* changes

* [ENH] Add dummy clusterer tags (#2551)

* dummy clusterer tags

* len

* [ENH] Collection conversion cleanup and `df-list` fix (#2654)

* collection conversion cleanup

* notebook

* fixes

---------

Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* [MNT] Updated the release workflows (#2638)

* edit release workflows to use trusted publishing

* docs

* [MNT,ENH]  Update to allow Python 3.13 (#2608)

* python 3.13

* tensorflow

* esig

* tensorflow

* tensorflow

* esig and matrix profile

* signature notebook

* remove prts

* fix

* remove annoying deps from all_extras

* Update pyproject.toml

* [ENH] Hard-Coded Tests for `test_metrics.py` (#2672)

* Empty-Commit

* hard-coded tests

* changes

* Changed single ticks to double (#2640)

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* 📝 Add HaroonAzamFiza as a contributor for doc (#2740)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* [ENH,MNT] Assign Bot (assigned issues>2) (#2702)

* Empty-Commit

* point 2 working

* changes

* changes in comment message

* [MNT,ENH] Assign-bot (Allow users to type alternative phrases for assingment) (#2704)

* added extra features

* added comments

* optimized code

* optimized code

* made changes requested by moderators

* fixed conflicts

* fixed conflicts

* fixed conflicts

---------

Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>

* 📝 Add Ramana-Raja as a contributor for code (#2741)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* Release v1.1.0 (#2696)

* v1.1.0 draft

* finish

* Automated `pre-commit` hook update (#2743)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT] Bump the github-actions group with 2 updates (#2744)

Bumps the github-actions group with 2 updates: [crs-k/stale-branches](https://github.com/crs-k/stale-branches) and [tj-actions/changed-files](https://github.com/tj-actions/changed-files).


Updates `crs-k/stale-branches` from 7.0.0 to 7.0.1
- [Release notes](https://github.com/crs-k/stale-branches/releases)
- [Commits](https://github.com/crs-k/stale-branches/compare/v7.0.0...v7.0.1)

Updates `tj-actions/changed-files` from 46.0.4 to 46.0.5
- [Release notes](https://github.com/tj-actions/changed-files/releases)
- [Changelog](https://github.com/tj-actions/changed-files/blob/main/HISTORY.md)
- [Commits](https://github.com/tj-actions/changed-files/compare/v46.0.4...v46.0.5)

---
updated-dependencies:
- dependency-name: crs-k/stale-branches
  dependency-version: 7.0.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
- dependency-name: tj-actions/changed-files
  dependency-version: 46.0.5
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [DOC] Add implementation references (#2748)

* implementation references

* better attribution

* use gpu installs for periodic tests (#2747)

* Use shape calculation in _fit to optimize QUANTTransformer (#2727)

* [REF] Refactor Anomaly Detection Module into Submodules by Algorithm Family (#2694)

* Refactor Anomaly Detection Module into Submodules by Algorithm Family

* updated documentation and references

* implemented suggested changes

* minor changes

* added headers for remaining algorithm family

* removing tree-based header

* Automated `pre-commit` hook update (#2756)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [ENH]Type hints/forecasting (#2737)

* Type hints for primitive data types in base module

* Type hints for primitive data types and strings
in forecating module

* type hints for primitives in foreacasting module

* Revert "type hints for primitives in foreacasting module"

This reverts commit 575122d14b28742140ef1e16a3a351dd5db5072b.

* type hints for primitives in forecasting module

* Automated `pre-commit` hook update (#2766)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [ENH] Implement `load_model` function for ensemble classifiers (#2631)

* feat: implement `load_model` function for LITETimeClassifier

Implement separate `load_model` function for LITETimeClassifier, which takes in `model_path` as list of strings and `classes` and loads all the models separately and stores them in `self.classifiers_`

* feat: implement `load_model` function for InceptionTimeClassifier

Implement separate `load_model` function for InceptionTimeClassifier, which takes in `model_path` as list of strings and `classes` and loads all the models separately and stores them in `self.classifiers_`

* fix: typo in load model function

* feat: convert load_model functions to classmethods

* test: implement test for save load for LITETIME and Inception classification models

* Automatic `pre-commit` fixes

* refactor: move loading tests to separate files

* Update _ae_abgru.py (#2771)

* Automated `pre-commit` hook update (#2779)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [DOC] Fix Broken [Source] Link and Improve Documentation for suppress_output() (#2677)

* Fix Broken [Source] Link and Improve Documentation for suppress_output() Function

* modified docstring and added tests

* modified docstring example

* modifying docstring examples

* modifying docstring examples

* updating conf file

* updated docstring

* base transform tidy (#2773)

* DOC: Add Raises section for invalid weights in KNeighborsTimeSeriesClassifier (#1766) (#2764)

Document the ValueError raised during initialization when an unsupported value is passed to the 'weights' parameter.

Clarifies expected exceptions for users and improves API documentation consistency.

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] Fixes Issue Improve `_check_params` method in `kmeans.py` and `kmedoids.py` (#2682)

* Improves _check_params

* removes function and adds a var

* minor changes

* minor changes

* minor changes

* line endings to LF

* use variable instead of duplicating strings

* weird file change

* weird file change

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] Add type hints for deep learning regression classes (#2644)

* type hints for cnn for regrssion

* editing import modules Model & Optim

* type hints for disjoint_cnn for regrssion

* FIX type hints _get_test_params

* ENH Change linie of importing typing

* type hints for _encoder for regrssion

* type hints for _fcn for regrssion

* type hints for _inception_time for regrssion

* type hints for _lite_time for regrssion

* type hints for _mlp for regrssion

* type hints for _resnet for regrssion

* type hints for _base for regrssion

* FIX: mypy errors in _disjoint_cnn.py file

* FIX: mypy typing errors

* Fix: Delete variable types, back old-verbose

* FIX: add model._save in save_last_model_to_file function

* FIX: Put TYPE_CHECKING downside

* Fix: Put Any at the top

* [DOC] Add RotationForest Classifier Notebook for Time Series Classification (#2592)

* Add RotationForest Classifier Notebook for Time Series Classification

* Added references and modified doc

* minor modifications to notebook description

* Update rotation_forest.ipynb

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* fix: Codeowners for benchmarking metrics AD (#2784)

* [GOV] Supporting Developer role (#2775)

* supporting dev role

* pr req

* Update governance.md

* typo

* Automatic `pre-commit` fixes

* aeon

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [MNT, ENH, DOC] Rework similarity search (#2473)

* WIP remake module structure

* Update _brute_force.py

* Update test__commons.py

* WIP mock and test

* Add test for base subsequence

* Fix subsequence_search tests

* debug brute force mp

* more debug of subsequence tests

* more debug of subsequence tests

* Add functional LSH neighbors

* add notebook for sim search tasks

* Updated series similarity search

* Fix mistake addition in transformers and fix base classes

* Fix registry and api reference

* Update documentation and fix some leftover bugs

* Update documentation and add default test params

* Fix identifiers and test data shape for all_estimators tests

* Fix missing params

* Fix n_jobs params and tags, add some docs

* Fix numba test bug and update testing data for sim search

* Fix imports, testing data tests, and impose predict/_predict interface to all sim search estimators

* Fix args

* Fix extract test

* update docs api and notebooks

* remove notes

* Patrick comments

* Adress comments and clean index code

* Fix Patrick comments

* Fix variable suppression mistake

* Divide base class into task specific

* Fix typo in imports

* Empty commit for CI

* Fix typo again

* Add  check_inheritance exception for similarity search

* Revert back to non per type base classes

* Factor check index and typo in test

---------

Co-authored-by: Patrick Schäfer <patrick.schaefer@hu-berlin.de>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: baraline <10759117+baraline@users.noreply.github.com>

* [ENH] Adapt the DCNN Networks to use Weight Norm Wrappers (#2628)

* adapt the dcnn networks to use weight norm wrappers and remove l2 regularization

* Automatic `pre-commit` fixes

* add custom object

* Automatic `pre-commit` fixes

* fix trial

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [GOV] Remove inactive developers (#2776)

* inactive devs

* logo fix

* Automated `pre-commit` hook update (#2792)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* Add SomtoOnyekwelu to .all-contributorsrc (#2788)

* Automated `CONTRIBUTORS.md` update (#2794)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [BUG] Fix a bug in ClaSP Series Transformer when using floatXX as Input (where XX != 64) (#2774)

* Automatic conversion to float64.

* remove print

* [DOC] Changed SummaryClusterer's summary_stat from "percentiles" to "quantiles" (#2778)

* changed summary_stats

* changed summary_stats

* changed summary_stats

* changed summary_stats for regression and classification

* [ENH] Test coverage for AEAttentionBiGRUNetwork Improved (#2540)

* test file for ae_abgru added

* soft depedency of tf resolved

* aeabgru test file changed, bug resolved

* aeabgru file reverted to original state

* [BUG] Better error message for Rotation Forest with no usable attributes (#2798)

* better error message for rotf failure

* Update _rotation_forest_classifier.py

* Update _rotation_forest_regressor.py

* [DOC] Inconsistent double ticks in segmentation package, public docstring only (#2622)

* double ticks EAggloSegmenter docstring

* double ticks HMMSegmenter docstring

* double ticks InformationGainSegmenter docstring

* double ticks for other EAggloSegmenter docstring and removed extra whitespace

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* put lower bound keras (#2808)

* [REF] Refactor smoothing transformers into a sub-package (#2783)

* mockup

* init

* decorator

* correct import and tag

* base docs

* wrappers

* tests

* docs and imports

* test params

* register

* big refactor

* smoothing refactor

* ad stuff

* fixes

* fixes

* no longer required

* [ENH] Refactor range-based metrics to restore original behavior (#2781)

* feat: refactor range-based metrics to be consistent with the other AD metrics and integrate them into the AD test harness

* refactor: move new range metrics methods into their old place and remove the deprecation

* refactor: factor out test execution from test fixtures

* refactor: move tests to new methods

* fix: copy'n'paste error

* [ENH]Use n_jobs parameter in KNeighborsTimeSeriesClassifier. (#2687)

* Use n_jobs parameter in KNeighborsTimeSeriesClassifier.

* Don't convert proba dtype.

* Remove is_fitted checks, update docstring.

* Implement parallel backend param.

* Correct keyword argument for Parallel.

* Add check_n_jobs.

---------

Co-authored-by: stijn <s.j.rotman@tilburguniversity.edu>

* [ENH] add informational tags back to estimator docs (#2652)

* feat: add new tags information for anomaly detection

* feat: add tag information in given anomaly modles

* fix: add new anomaly detector tags in mock anomaly detector class

* fix: use anomaly-detector instead of estimator for new tags

* update and add basic testing

* fixes

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [DOC] Documentation improvement of BaseSeriesEstimator and BaseAeonEstimator (#2612)

* Added the docs for base series and base classes

* Updated documentation for base classes

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] HydraTransformer Output changed (#2656)

* output type added

* hydra wflow modified

* hydra test file added

* pr_pytest reverted

* soft dep check added

* soft dep corrected

* docstring corrected, enhanced test cases

* [DOC] Improved Hidalgo Segmentation Notebook (#2616)

* Improved Hidalgo Segmentation Notebook

* Updated hidalgo notebook

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* new devs and workflow consolidation (#2797)

* all branches (#2809)

* Automated `pre-commit` hook update (#2820)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Bump crs-k/stale-branches in the github-actions group (#2821)

Bumps the github-actions group with 1 update: [crs-k/stale-branches](https://github.com/crs-k/stale-branches).


Updates `crs-k/stale-branches` from 7.0.1 to 8.1.1
- [Release notes](https://github.com/crs-k/stale-branches/releases)
- [Commits](https://github.com/crs-k/stale-branches/compare/v7.0.1...v8.1.1)

---
updated-dependencies:
- dependency-name: crs-k/stale-branches
  dependency-version: 8.1.1
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* fix: indexing in kdtw (#2826)

* [ENH] Added test cases for feature based clustering (#2690)

* Added test cases for feature based clustering

* Automatic `pre-commit` fixes

* added docstring

* Automatic `pre-commit` fixes

* added .

* added .

* updated tsfresh

* Automatic `pre-commit` fixes

* added pytest _check_soft_dependencies for tsfresh

* Automatic `pre-commit` fixes

* added more testing

* Automatic `pre-commit` fixes

* added docs

* added docs

* added pytest

* Automatic `pre-commit` fixes

* improved docs

* Automatic `pre-commit` fixes

* improved test cases

* changes made as requested by moderators

* changes made as requested by moderators

* Automatic `pre-commit` fixes

* changed "percentiles" to "quantiles"

---------

Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* [DOC] Fix inconsistent double backticks in updated  similarity_search module docstrings (#2618)

* [ENH] Update `_continuous.py` functions (#2822)

* update continuous, has test failure

* parameters back to original

* alpha added into precision

* removes p_alpha deprecation

* changes

* [MNT] stop segmenters changing state in predict (#2526)

* remove stored variables in predict

* IGTS

* GGS

* FLUSS

* FLUSS

* CLASP

* CLASP

* revert clasp

* revert clasp

* revert clasp

* Update testing_config.py

* Update _fluss.py

* refactor dummy to naive (#2831)

* [ENH] add a difference transformer to series transformations (#2729)

* add difference transformer to series transformations

* add myself to .all-contributorsrc

* small modification

* modify according to reviews

* [ENH] add informational tags back to estimator docs (#2652)

* feat: add new tags information for anomaly detection

* feat: add tag information in given anomaly modles

* fix: add new anomaly detector tags in mock anomaly detector class

* fix: use anomaly-detector instead of estimator for new tags

* update and add basic testing

* fixes

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [DOC] Documentation improvement of BaseSeriesEstimator and BaseAeonEstimator (#2612)

* Added the docs for base series and base classes

* Updated documentation for base classes

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] HydraTransformer Output changed (#2656)

* output type added

* hydra wflow modified

* hydra test file added

* pr_pytest reverted

* soft dep check added

* soft dep corrected

* docstring corrected, enhanced test cases

* [DOC] Improved Hidalgo Segmentation Notebook (#2616)

* Improved Hidalgo Segmentation Notebook

* Updated hidalgo notebook

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* new devs and workflow consolidation (#2797)

* all branches (#2809)

* Automated `pre-commit` hook update (#2820)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Bump crs-k/stale-branches in the github-actions group (#2821)

Bumps the github-actions group with 1 update: [crs-k/stale-branches](https://github.com/crs-k/stale-branches).


Updates `crs-k/stale-branches` from 7.0.1 to 8.1.1
- [Release notes](https://github.com/crs-k/stale-branches/releases)
- [Commits](https://github.com/crs-k/stale-branches/compare/v7.0.1...v8.1.1)

---
updated-dependencies:
- dependency-name: crs-k/stale-branches
  dependency-version: 8.1.1
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* fix: indexing in kdtw (#2826)

* [ENH] Added test cases for feature based clustering (#2690)

* Added test cases for feature based clustering

* Automatic `pre-commit` fixes

* added docstring

* Automatic `pre-commit` fixes

* added .

* added .

* updated tsfresh

* Automatic `pre-commit` fixes

* added pytest _check_soft_dependencies for tsfresh

* Automatic `pre-commit` fixes

* added more testing

* Automatic `pre-commit` fixes

* added docs

* added docs

* added pytest

* Automatic `pre-commit` fixes

* improved docs

* Automatic `pre-commit` fixes

* improved test cases

* changes made as requested by moderators

* changes made as requested by moderators

* Automatic `pre-commit` fixes

* changed "percentiles" to "quantiles"

---------

Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* [DOC] Fix inconsistent double backticks in updated  similarity_search module docstrings (#2618)

* delete some descriptions

* modification to _maintainer_

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>
Co-authored-by: Adarsh Dubey <dubeyadarshmain@gmail.com>
Co-authored-by: Kevin Shah <161136814+kevinzb56@users.noreply.github.com>
Co-authored-by: Balgopal Moharana <99070111+lucifer4073@users.noreply.github.com>
Co-authored-by: Kavya Rambhia <161142013+kavya-r30@users.noreply.github.com>
Co-authored-by: aeon-actions-bot[bot] <148872591+aeon-actions-bot[bot]@users.noreply.github.com>
Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>
Co-authored-by: Ramana Raja <83065061+Ramana-Raja@users.noreply.github.com>
Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Ciph3r <142653450+adityagh006@users.noreply.github.com>

* Automated `CONTRIBUTORS.md` update (#2832)

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [BUG] Fix data loader (#2810)

* Update _data_loaders.py

* Update _data_loaders.py

* stop deleting directories

* Automated `pre-commit` hook update (#2841)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* 📝 Add lucifer4073 as a contributor for code (#2846)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* [BUG] Adds test case for using csr_matrix with pickle - invalidates #2210 (#2843)

* Extend test parameter set to validate if csx_matrix works with pickle.
* Invalidates bug #2210

* [DOC] Docstring improved for dummy regressor (#2839)

* Docstring improved for dummy regressor

* convo resolved

* remove numba typing (#2858)

* [DOC] Regression forecaster docstring (#2837)

* docstring

* docstring

* [ENH] Whole-series anomaly detection (#2326)

* mockup

* init

* decorator

* correct import and tag

* base docs

* wrappers

* tests

* docs and imports

* test params

* register

* big refactor

* smoothing refactor

* Revert "smoothing refactor"

This reverts commit c245ccbd0c1481b188a9094ccd7ff493613a89cd.

* fixes

* final bits and docs for refactor

* fixes

* testing fixes

* Update aeon/anomaly_detection/collection/base.py

Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>

* Update docs/api_reference/anomaly_detection.rst

Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>

* Review changes

* docs

* import

---------

Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>

* [MNT] Bump the github-actions group across 1 directory with 2 updates (#2868)

Bumps the github-actions group with 2 updates in the / directory: [ossf/scorecard-action](https://github.com/ossf/scorecard-action) and [crs-k/stale-branches](https://github.com/crs-k/stale-branches).


Updates `ossf/scorecard-action` from 2.4.1 to 2.4.2
- [Release notes](https://github.com/ossf/scorecard-action/releases)
- [Changelog](https://github.com/ossf/scorecard-action/blob/main/RELEASE.md)
- [Commits](https://github.com/ossf/scorecard-action/compare/v2.4.1...v2.4.2)

Updates `crs-k/stale-branches` from 8.1.1 to 8.2.0
- [Release notes](https://github.com/crs-k/stale-branches/releases)
- [Commits](https://github.com/crs-k/stale-branches/compare/v8.1.1...v8.2.0)

---
updated-dependencies:
- dependency-name: ossf/scorecard-action
  dependency-version: 2.4.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
- dependency-name: crs-k/stale-branches
  dependency-version: 8.2.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Automated `pre-commit` hook update (#2867)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [ENH] introduce revised version of ETS (#2834)

* first version for correctness testing

* timing

* examples

* new tests

* refactor predict

* final ETS

* arima first

* docstrings

* docstrings

* Convert error, trend and seasonality types to strings

* Automatic `pre-commit` fixes

* Add Type hints back in

* Fix Type hints

* Fix Linting issue

* Automatic `pre-commit` fixes

* Update test_ets to use strings for error, trend and seasonality types

* Automatic `pre-commit` fixes

* switch to fastmath

* remove _arima, incorrectly introduced here

* all int or str parameters

* refactor variable name

---------

Co-authored-by: alexbanwell1 <31886108+alexbanwell1@users.noreply.github.com>

* [DOC] Update the projects lists (#2146)

* remove Theta

* projects

* draft

* add some papers

* update papers

* update projects

* remove completed projects

* remove poorly specified/out of date projects

* remove merlin projects

* restructure papers by year

* papers using aeon

* projects list and previous projects

* update papers

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [DEP] Remove `prts` dependency (#2863)

* remove prts from pyproject

* docs

* Update _continuous.py

* Automatic `pre-commit` fixes

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [ENH] Starting Self Supervised Model with first example (#2385)

* add ssl module in transformations collection

* add api

* add test params

* fix example

* restart tests

* test fix params

* network none

* revert

* import inside function

* try dummy

* test repr

* network repr

* enhance testing

* fix test

* replace tcnn by lite

* tony's comments

* fix typing

* fix znorm

* z_norm in test

* add exp module

* Update repr.py

* Update base.py

* Automatic `pre-commit` fixes

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>
Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* update slack link (#2877)

* [BUG] Switch results loaders from http to https (#2883)

* https

* https in tests

* [ENH] Correct broken source links for `set_params` and `get_params` in Aeon estimator docs (#2754)

* Correct broken source links for `set_params` and `get_params` in Aeon estimator docs

* made necessary changes

* made necessary changes

* modified linkcode_resolve

* added comments

* open PR comment changes (#2878)

* [ENH] Implemented Tracking differentiator-based multiview dilated characteristics (TD-MVDC) Classifier (#2535)

* Files and structure of tdmvdc class added

* utility functions for tdmvdc applied

* unecessary files removed

* Initial implementation of TDMVDC added

* accuracy improved to the required 81 per cent

* test params added for tdmvdc

* n_jobs temporarily disabled

* n_jobs test params removed

* Revert "n_jobs test params removed"

This reverts commit 91539099f3cd3a201b7fe68bfea80a9ae5ebc706.

* multithreading capability temporarily removed from tdmvdc

* multithreading added

* n_jobs removed from test_param

* test added for tdmvdc

* test added for tdmvdc

* optimized comments

* Made tdmvdc uniform across all feauture based classifiers

* tdmvdc tested

* check constructor test exlcuded for tdmvdc

* changed

* init file changed

* check constructor corrected tdmvdc

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* Automated `pre-commit` hook update (#2888)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Update pandas requirement in the python-packages group (#2889)

Updates the requirements on [pandas](https://github.com/pandas-dev/pandas) to permit the latest version.

Updates `pandas` to 2.3.0
- [Release notes](https://github.com/pandas-dev/pandas/releases)
- [Commits](https://github.com/pandas-dev/pandas/compare/v2.0.0...v2.3.0)

---
updated-dependencies:
- dependency-name: pandas
  dependency-version: 2.3.0
  dependency-type: direct:production
  dependency-group: python-packages
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [MNT] Drop Python 3.9 (#2845)

* drop python 3.9

* fixes

* readme

* tag

* test skip

* [ENH] Series transformer pipeline and datatype list tidy (#2830)

* series pipeline

* fixes and docs

* test fix

* fix

* [ENH] Multivariate and unequal PF, speed-ups and distance classifier tidy (#2872)

* pass 1

* pf change fixes and derivative function merge

* test

* fixes

* expected result

* unequal and deprecations

* [ENH] Add two forecasting tags (#2882)

* add tags

* correct exog

* typo

* [DOC] A fix to inconsistent double tick quote for the classification.distance_based module (#2627)

* A fix to inconsistent double quotes

* A fix to inconsistent double quotes

* A fix to inconsistent double quotes

* A fix to inconsistent double quotes

* Revert "A fix to inconsistent double quotes"

This reverts commit ff98c81a6c29b61d053e66c80f9f167b718172f5.

* A fix to inconsistent double quotes

* A fix to inconsistent double quotes

* fix inconsistent double ticks

* Automatic `pre-commit` fixes

* Update _elastic_ensemble.py

* Update _proximity_forest.py

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* 📝 Add Ahmed-Zahran02 as a contributor for doc (#2892)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* [BUG] Forecasting regressor fix and notebook (#2885)

* stop returning an array

* notebook

* Create window.png

* fix test and typo

* remove unfinished sentence

* 📝 Add AnaghDeshpande as a contributor for doc (#2896)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* [GOV] Use the NumFOCUS code of conduct and rename `aeon` workgroup (#2852)

* code of conduct update and readmes

* typo

---------

Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>

* [DOC] resolved the inconsistency of double ticks for the anomaly detection module #809 (#2546)

* resolved the inconsistency of double quotes

* resolved the inconsistency of double ticks

* resolved the pre-commit errors occuring due to flake8

* Update _cblof.py

made changes in line number 19 and 145.

* Automatic `pre-commit` fixes

* Update _copod.py

made changes in line number 76

* Automatic `pre-commit` fixes

* Update _iforest.py

made changes in line number 19

* Automatic `pre-commit` fixes

* Update _kmeans.py

made changes in line number 178

* Automatic `pre-commit` fixes

* Update _merlin.py

made changes in line number 215

* Automatic `pre-commit` fixes

* Update _one_class_svm.py

made changes in line number 19

* Automatic `pre-commit` fixes

* Update _pyodadapter.py

made changes in line number 165

* Update _stomp.py

made changes in line number 125

* Automatic `pre-commit` fixes

* converted directives to single ticks

* added double ticks to code ref

* fixed link in cblof.py and some other minor changes

* Update base.py

---------

Co-authored-by: Patrick Schäfer <patrick.schaefer@hu-berlin.de>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] Forecasting testing (#2891)

* call forecasting checks

* basic cleanup

* fix

* add assert error messages

* remove fit_is_empty check (see #2893)

* remove extra argument to fit

* remove extra argument to predict

* correct forecast argument

* Update _yield_forecasting_checks.py

* add test for predict

---------

Co-authored-by: Tony Bagnall <ajb@uea.ac.uk>

* [MNT] Fixing CI issues and separate doctests from regular CI runners (#2902)

* trying to fix CI stuff

* use numba in codecov

* try cov

* no cov

* doctest-plus

* doctest-plus

* addopts

* dedicated doctest test

* periodic

* [BUG] Fixes a bug with SFAFast throwing an error when calling transform after fit (#2897)

* Bugfix for SFA_Fast with transform called after fit

* [MNT] Bump stefanzweifel/git-auto-commit-action from 5 to 6 in the github-actions group (#2906)

* [MNT] Bump stefanzweifel/git-auto-commit-action

Bumps the github-actions group with 1 update: [stefanzweifel/git-auto-commit-action](https://github.com/stefanzweifel/git-auto-commit-action).


Updates `stefanzweifel/git-auto-commit-action` from 5 to 6
- [Release notes](https://github.com/stefanzweifel/git-auto-commit-action/releases)
- [Changelog](https://github.com/stefanzweifel/git-auto-commit-action/blob/master/CHANGELOG.md)
- [Commits](https://github.com/stefanzweifel/git-auto-commit-action/compare/v5...v6)

---
updated-dependencies:
- dependency-name: stefanzweifel/git-auto-commit-action
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update issue_comment_edited.yml

* Update pr_precommit.yml

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [ENH] Added RNN in networks (#2875)

* RNN net architecture added

* Fixed activation function for both str and list

* RNN test mesage corrected

* reverted workflow

* reverted workflow

* requested changes applied

* convo resolved

* Update README.md (#2908)

* [ENH] Add recursive and direct methods to forecasting base class  (#2899)

* base class methods

* direct

* recursive

* base

* direct_forecasting

* recursive_forecasting

* recursive_forecasting

* recursive_forecasting

* direct notebook

* direct notebook

* direct notebook

* switch to iterative

* switch to iterative

* iterative

* iterative notebook

* append change

* append change

* fix regression bug

* comment

* [ENH] remove horizon from ETS constructor, parametrize ETS tests (#2898)

* remove horizon from ETS argument, parametrize tests

* remove horizon from example

* docstring

* [ENH] Refactor example dataset for unequal length univariate (#2859)

* deprecate PLAID

* add pickup

* deprecated

* [ENH, REF]Refactored time-point based ROCKAD implementation (#2804)

* mockup

* init

* decorator

* correct import and tag

* base docs

* wrappers

* tests

* docs and imports

* test params

* register

* big refactor

* smoothing refactor

* Revert "smoothing refactor"

This reverts commit c245ccbd0c1481b188a9094ccd7ff493613a89cd.

* fixes

* final bits and docs for refactor

* move predict_proba logic into inner_predict for code consistency

* Added reference and example code, updated description

* Adapted tests to be semi-supervised

* Added semi-supervised labeling to description

* moved Attributes above References and Examples, updated path of collection based rockad implementation

* merge 2

* CI errors

* maintainer

* doctest

---------

Co-authored-by: MatthewMiddlehurst <m.middlehurst@uea.ac.uk>
Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [ENH] enhance naive forecaster with new strategies (#2869)

* naive forecaster with new strategies

* few modifications according to reviews

* made modifications and add documentation

* modifications according to reviews

* try to pass the test

* delete one comment

* modify 1)more test cases for seasonal_last 2)raise exception for y input in _predict, and related documentation

* fix typo

* take y

* Update _naive.py

---------

Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>
Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [ENH,REF]  Unequal length collection transforms (#2903)

* move and update unequal transforms

* unequal transforms

* comment

* better sorting

* extra transform test

* changes for review

* Release v1.2.0 (#2912)

* release prep

* changelog

* Automated `pre-commit` hook update (#2914)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Comments on numba caching and release CI fix (#2916)

* release CI jank

* comment

* swap

* [ENH] Improves `create_multi_comparison_matrix` parameters and saving (#2657)

* Empty-Commit

* condensed parameters and showing output

* test cases updated

* changes

* updated examples

* point 2 working

* [DOC] Clarify comments regarding issue assignment limits and user notifications

* condensed parameters and showing output

* test cases updated

* changes

* dir -> save_path

* Reverted _mcm.py and its test to match main

* requested changes done, pdf not showing yet

* changes

* changes

* updated docstring

* changes

* requested changes

* example file changes

* changed formats default to None

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [MNT] Prevents assignment on Restricted Labels (#2706)

* restricted labels

* set

* resolve conflicts

* merge assign PRs and small change

---------

Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [MNT] Update scikit-learn requirement from <1.7.0,>=1.0.0 to >=1.0.0,<1.8.0 in the python-packages group (#2907)

* [MNT] Update scikit-learn requirement in the python-packages group

Updates the requirements on [scikit-learn](https://github.com/scikit-learn/scikit-learn) to permit the latest version.

Updates `scikit-learn` to 1.7.0
- [Release notes](https://github.com/scikit-learn/scikit-learn/releases)
- [Commits](https://github.com/scikit-learn/scikit-learn/compare/1.0...1.7.0)

---
updated-dependencies:
- dependency-name: scikit-learn
  dependency-version: 1.7.0
  dependency-type: direct:production
  dependency-group: python-packages
...

Signed-off-by: dependabot[bot] <support@github.com>

* new validation

* Update test_rockad.py

* Update _rockad.py

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: MatthewMiddlehurst <pfm15hbu@gmail.com>

* [MNT] issue-assign-bot - only users with write access should be able to assign others (#2739)

* only admins can assign others

* improve comment message

* Automatic `pre-commit` fixes

* fixes according to latest code

* Automatic `pre-commit` fixes

* changes according to latest code

* resolve merge conflicts

* Automatic `pre-commit` fixes

* adjust according to latest code

* merge

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* [MNT] Created workflow for closing "AI Spam" pull requests (#2750)

* added ai_spam

* Automatic `pre-commit` fixes

* fixed comment text

* fixed comment text

* updated to python 3.11

---------

Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>

* [ENH] Use `np.argpartition` for efficient top-k selection instead of `np.argsort` (#2805)

* use argpartition for efficient selection instead of argsort

* made the required changes

* [EHN] Allow exogenous variables in regression forecasters (#2915)

* add exogenous variable feature to base and regression forecasters

* delete self._check_X for exog

---------

Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* Automated `pre-commit` hook update (#2922)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [MNT] Bump actions/create-github-app-token in the github-actions group (#2923)

Bumps the github-actions group with 1 update: [actions/create-github-app-token](https://github.com/actions/create-github-app-token).


Updates `actions/create-github-app-token` from 1 to 2
- [Release notes](https://github.com/actions/create-github-app-token/releases)
- [Commits](https://github.com/actions/create-github-app-token/compare/v1...v2)

---
updated-dependencies:
- dependency-name: actions/create-github-app-token
  dependency-version: '2'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [ENH] Added RecurrentRegressor for time series regression (#2894)

* RNN net architecture added

* Fixed activation function for both str and list

* RNN test mesage corrected

* RNN regressor added

* init updated w rnn

* reverted workflow

* reverted workflow

* requested changes applied

* updated with latest recurrent network

* merged with main

* [MNT] Add testing workflow for multithreading and make threaded estimators use `check_n_jobs` (#2913)

* multithreading test

* njons and workflow fix

* tde and base test

* _n_jobs in testing

* _n_jobs in testing

* more test fixes

* fixes

* more n_jobs

* more n_jobs

* more n_jobs

* more n_jobs

* more n_jobs

* test fix

* test fix

* test fix

* test fix

* hopefully last

* hopefully last again

* dont enumerate

* periodic test

* [DOC,MNT] Documentation configuration clean-up (#2911)

* start

* remove old parameter

* numpydoc config

* conf tidy

* headers

* exclude unused methods and update gsoc in about

* changelog

* binder button

* myst config

* remove extra bullet point

* changelog

* Automatic `pre-commit` fixes

---------

Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* [DOC] fix incorrect references of classes in getting started page (#2762)

* fix: incorrect references of classes in getting started page

* fix: typo in BaseSimilaritySearch

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* Automated `pre-commit` hook update (#2932)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [DOC] Add RecurrentRegressor and RecurrentNetowork to api_reference (#2935)

* Recurrent Regressor added to API doc

* Recurrent network  added to API doc

* [ENH] Refactor to set forecast_ in fit and to require y in predict (#2927)

* require y in predict

* forecast_

* remove calls to predict

* doc examples

* regression forecaster rework

* other tests

* docstrings

* refactor forecasting checks

* test

* test

* regression notebook

* test_ets

* Revert "test_ets"

This reverts commit 827a12a0a2fa3fec2d55d481a97aed62bd290059.

* Revert "regression notebook"

This reverts commit 27978022921c8c436d1ae458511ce5885d425c09.

* ets

* notebook

* naive testing

* [ENH] Clone estimator in direct forecast (#2936)

* clone estimator

* clone estimator

* tests

* test update

* [ENH] Implement Time-Varying Parameter (TVP) regression forecaster using Kalman filter  (#2920)

* TVP

* bug

* refactor

* test

* test

* add notebook

* docstring

* add an intercept

* includes

* squeeze predict

* format

* remove incomplete example

* add test params

* dummy test

* dummy test

* clone estimator

* clone estimator

* remove y is none

* notebook

* tests

* tests

* test update

* remove pointless test

* docstring update

* [MNT] Add codespell support (config, workflow to detect/not fix) and make it fix a "few" typos (#2653)

* Add github action to codespell main on push and PRs

* Add rudimentary codespell config

* Add pre-commit definition for codespell

* Some skips for codespell -- lots of work todo

* [DATALAD RUNCMD] run codespell throughout fixing typos automagically (but ignoring overall fail due to ambigous ones)

=== Do not change lines below ===
{
 "chain": [],
 "cmd": "codespell -w || :",
 "exit": 0,
 "extra_inputs": [],
 "inputs": [],
 "outputs": [],
 "pwd": "."
}
^^^ Do not change lines above ^^^

* codespeed notebook and testing

* incorrect typos and notebooks

* more typos

* config and fixes

* Update similarity_search.ipynb

fix notebook typos

* update skip

* temp typo and annotation workflow

* annotations

* fix typos

---------

Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: Antoine Guillaume <antoine.guillaume45@gmail.com>

* typo (#2944)

* correct checkout (#2945)

* DOC: fix typos in MatrixProfileSeriesTransformer (#2940) (#2941)

Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>

* 📝 Add CodeFor2001 as a contributor for doc (#2946)

* 📝 Update CONTRIBUTORS.md [skip ci]

* 📝 Update .all-contributorsrc [skip ci]

---------

Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>

* [ENH] Rework ETS Forecaster (#2939)

* iterative

* iterative ETS

* notebook

* Fix bug in seasonality calculation

* Add example for ETS iterative forecasting

* ets tests

* holding notebook

* example

* Run Itertive notebook

---------

Co-authored-by: Alex Banwell <arb1g19@soton.ac.uk>

* [MNT] add n_jobs parameter for sax invertion (#2953)

* add n_jobs

* add tag

* Automated `pre-commit` hook update (#2949)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* [DEP] Deprecate PLAID dataset (#2928)

* remove PLAID

* remove PLAID

* [DOC] Classification notebook links (#2942)

* fix links

* fix links

---------

Co-authored-by: Antoine Guillaume <antoine.guillaume45@gmail.com>

* [ENH] Added TemporalConvolutionalNetwork in aeon/networks (#2933)

* tcn network added

* tcn_net pytest added

* tcn_network updated with default params

* tcn reshaped

* tcn changed

* tcn updated

* doctest corrected

* tcn rshaped

* workflow corrected

* [BUG] Improve signature docs (#2929)

* signature docs

* tests

* typo

* notebook

* correct image

* fix test

* decalre in init

* switch classifier to store SignatureTransformer

* revert classifier

* revert transformer

* embed image rather than link

* equation

* equation

* remove tests

* maths

* maths

* add eq

* add eq

* remove example

* line break

---------

Co-authored-by: Antoine Guillaume <antoine.guillaume45@gmail.com>

* [MNT] Workflow maintenance  (#2919)

* keep running doctests on fail

* renames

* remove 3.13.5

* [ENH] Add Basic ARIMA model (#2860)

* arima first

* move utils

* make functions private

* Modularise SARIMA model

* Add ARIMA forecaster to forecasting package

* Add example to ARIMA forecaster, this also tests the forecaster is producing the expected results

* Basic ARIMA model

* Convert ARIMA to numba version

* Adjust parameters to allow modification in fit

* Update example and return native python type

* Fix examples for tests

* Fix Nelder-Mead Optimisation Algorithm Example

* Fix Nelder-Mead Optimisation Algorithm Example #2

* Remove Nelder-Mead Example due to issues with numba caching functions

* Fix return type issue

* Address PR Feedback

* Ignore small tolerances in floating point value in output of example

* Fix kpss_test example

* Fix kpss_test example #2

* Update documentation for ARIMAForecaster, change constant_term to be bool, and fix bug with it not operating on differemced data

* Modify ARIMA to allow predicting multiple values by updating the state without refitting the model

* Fix bug using self.d rather than self.d_

* refactor ARIMA

* docstring

* find forecast_ in fit

* remove optional y

* add iterative

* typo

* typo

* calculate forecast_

* use differenced

* example

* iterative

* arima tests

* revert to float

* switch nelder_mead version

* isolate loss function

* isolate loss function

* remove the utils version of nelder mead

* set self.c_ correctly

* numba optimise

* numba optimise

* numba optimise

* Add missing _extract_paras file

* initial residuals bug and proper differencing d>1

* loss function ignores zeroed start points

* fix test

* revert FLOAT_CMP

* refactor into forecasting

* remove example

---------

Co-authored-by: Tony Bagnall <ajb@uea.ac.uk>
Co-authored-by: Alex Banwell <arb1g19@soton.ac.uk>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>

* Automated `pre-commit` hook update (#2959)

Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>

* clean space for swap CI to stop sporadic failue (#2965)

* [MNT] Bump crs-k/stale-branches in the github-actions group (#2950)

---
updated-dependencies:
- dependency-name: crs-k/stale-branches
  dependency-version: 8.2.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: github-actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [ENH] New experimental module: imbalance in collection transformers (#2498)

* first draft

* [ENH] wrapper for smote and adasyn of the imbalance module in collection transformers (#2501)

* smote & adasyn in aeon.transformation.imbalance

* smote & adasyn in aeon.transformation.imbalance

* smote & adasyn in aeon.transformation.imbalance

* smote & adasyn in aeon.transformation.imbalance

* make experimental

* inherit from SMOTE

* test equivalence to imblearn

* move tests

* format

* import

* add test parameters

* Ported OHIT (#2573)

* Automatic `pre-commit` fixes

* docstrings

* remove import

* remove incorrect test parameters

* docstrings

* examples

* examples

* refactor variable name

* format comments and reference

* typos

---------

Co-authored-by: Chuanhang Qiu <80885865+LinGinQiu@users.noreply.github.com>
Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>

* stop overwriting y (#2969)

* [BUG] Fix redcomets bug when using only one sample (#2952)

* Fix

* fix exemples

* Empty commit for CI

* Rework examples and add test

* Try fixing example indentation error

* Fix examples

---------

Co-authored-by: baraline <10759117+baraline@users.noreply.github.com>
Co-authored-by: Patrick Schäfer <patrick.schaefer@hu-berlin.de>

* [DEP] Remove deprecated transforms (#2961)

* remove depcated transforms

* fixes

* updated dtw gi

* debug

* debug

* debug

* debug

* fix

* refactored regressor

* removed file

* added test for knn regressor kneighbors

* fixed sklearn compatiability tests

* cleaned up and commented kneighbors function

* fixed when list passed

* added public and private methods for kneigbors and additionally expanded testing with comments

* removed threaded decorator and swapped to private method

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Antoine Guillaume <antoine.guillaume45@gmail.com>
Co-authored-by: Matthew Middlehurst <pfm15hbu@gmail.com>
Co-authored-by: aeon-actions-bot[bot] <148872591+aeon-actions-bot[bot]@users.noreply.github.com>
Co-authored-by: chrisholder <4674372+chrisholder@users.noreply.github.com>
Co-authored-by: Kavya Rambhia <161142013+kavya-r30@users.noreply.github.com>
Co-authored-by: MatthewMiddlehurst <25731235+MatthewMiddlehurst@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Aryan Pola <98093778+aryanpola@users.noreply.github.com>
Co-authored-by: Tanish Yelgoe <143334319+tanishy7777@users.noreply.github.com>
Co-authored-by: Sebastian Schmidl <10573700+SebastianSchmidl@users.noreply.github.com>
Co-authored-by: Kaustubh <97254178+Kaustbh@users.noreply.github.com>
Co-authored-by: Akash Kawle <128881349+shinymack@users.noreply.github.com>
Co-authored-by: TinaJin0228 <60577222+TinaJin0228@users.noreply.github.com>
Co-authored-by: Ayush Singh <rawatsinghayush9720@gmail.com>
Co-authored-by: ayushsingh9720 <199482418+ayushsingh9720@users.noreply.github.com>
Co-authored-by: HaroonAzamFiza <haroonazamfiza@gmail.com>
Co-authored-by: adityagh006 <142653450+adityagh006@users.noreply.github.com>
Co-authored-by: Tony Bagnall <a.j.bagnall@soton.ac.uk>
Co-authored-by: V_26@ <valencia.saldanha26@gmail.com>
Co-authored-by: allcontributors[bot] <46447321+allcontributors[bot]@users.noreply.github.com>
Co-authored-by: Ramana Raja <83065061+Ramana-Raja@users.noreply.github.com>
Co-authored-by: Ramana-Raja <ramanarajakesavaraja@gamil.com>
Co-authored-by: Ahmed Zahran <136983104+Ahmed-Zahran02@users.noreply.github.com>
Co-authored-by: Adarsh Dubey <dubeyadarshmain@gmail.com>
Co-authored-by: Ali El Hadi ISMAIL FAWAZ <54309336+hadifawaz1999@users.noreply.github.com>
Co-authored-by: Somto Onyekwelu <117727947+SomtoOnyekwelu@users.noreply.github.com>
Co-authored-by: Saad Al-Tohamy <92796871+saadaltohamy@users.noreply.github.com>
Co-authored-by: Patrick Schäfer <patrick.schaefer@hu-berlin.de>
Co-authored-by: baraline <10759117+baraline@users.noreply.github.com>
Co-authored-by: Aadya Chinubhai <77720426+aadya940@users.noreply.github.com>
Co-authored-by: Balgopal Moharana <99070111+lucifer4073@users.noreply.github.com>
Co-authored-by: Massimiliano <117172198+nMaax@users.noreply.github.com>
Co-authored-by: steenrotsman <78110080+steenrotsman@users.noreply.github.com>
Co-authored-by: stijn <s.j.rotman@tilburguniversity.edu>
Co-authored-by: Kevin Shah <161136814+kevinzb56@users.noreply.github.com>
Co-authored-by: TonyBagnall <9594042+TonyBagnall@users.noreply.github.com>
Co-authored-by: alexbanwell1 <31886108+alexbanwell1@users.noreply.github.com>
Co-authored-by: Anagh.B.Deshpande <125550290+AnaghDeshpande@users.noreply.github.com>
Co-authored-by: Tony Bagnall <ajb@uea.ac.uk>
Co-authored-by: Patrick <55019140+pattplatt@users.noreply.github.com>
Co-authored-by: MatthewMiddlehurst <m.middlehurst@uea.ac.uk>
Co-authored-by: Yaroslav Halchenko <debian@onerussian.com>
Co-authored-by: Saniya S Inamdar <39870781+CodeFor2001@users.noreply.github.com>
Co-authored-by: Alex Banwell <arb1g19@soton.ac.uk>
Co-authored-by: Chuanhang Qiu <80885865+LinGinQiu@users.noreply.github.com>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

full pre-commit Run pre-commit for all files on a PR maintenance Continuous integration, unit testing & package distribution no changelog PR should not be added to the changelog

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants