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[MNT] Release 0.7.1 (#1269)
* release prep * changelog
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‎README.md

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latest advances, offer efficient implementations using numba, and interfaces with other
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time series packages to provide a single framework for algorithm comparison.
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The latest `aeon` release is `v0.7.0`. You can view the full changelog
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The latest `aeon` release is `v0.7.1`. You can view the full changelog
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[here](https://www.aeon-toolkit.org/en/stable/changelog.html).
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Our webpage and documentation is available at https://aeon-toolkit.org.

‎aeon/__init__.py

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"""aeon."""
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__version__ = "0.7.0"
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__version__ = "0.7.1"
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__all__ = ["show_versions"]
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‎docs/changelogs/v0.7.md

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# v0.7.1
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March 2024
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## Highlights
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- Adds the `RIST`, `Hydra`, `MR-Hydra` and `QUANT` classifiers ({user}`MatthewMiddlehurst`)
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- Adds the above for regression also, as well as `MLPRegressor`, `RDSTRegressor` and simple feature-based regressors ({user}`MatthewMiddlehurst`, {user}`aadya940` )
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- Adds the `SBD` distance ({user}`CodeLionX`)
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- Website updates and improvements, including advertisement for GSoC 2024! ({user}`MatthewMiddlehurst`)
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## Classification
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### Documentation
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- [DOC] Fix typo in _lite_time.py ({pr}`1224`) {user}`aadya940`
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- [DOC] updated shapedtw ({pr}`1245`) {user}`AnonymousCodes911`
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- [DOC] Conformed to new-standards ({pr}`1256`) {user}`AnonymousCodes911`
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- [DOC] classification notebooks upgrade ({pr}`1185`) {user}`TonyBagnall`
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### Enhancements
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- [ENH] Refactored series_length and n_instances to n_timepoints and n_cases ({pr}`1163`) {user}`Raya679`
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- [ENH] RIST classifier and regressor ({pr}`1180`) {user}`MatthewMiddlehurst`
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- [ENH] Implement Hydra and MR-Hydra transform and classifier ({pr}`1173`) {user}`MatthewMiddlehurst`
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- [ENH] QUANT classifier and transformer ({pr}`1174`) {user}`MatthewMiddlehurst`
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- [ENH] Refactored series_length and n_instances to n_timepoints and n_cases in dictionary based classifiers #1151 ({pr}`1203`) {user}`Vedant222`
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- [ENH] Refactoring Deep learning classifier/clusterer/regression parameters ({pr}`1188`) {user}`itsdivya1309`
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- [ENH] Changes to `BaseClassifier` and `BaseRegressor` ({pr}`1200`) {user}`MatthewMiddlehurst`
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- [ENH] Add minibatch param in MLPClassifier ({pr}`1257`) {user}`aadya940`
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### Maintenance
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- [MNT] Remove random_state from aeon.networks module ({pr}`1222`) {user}`aadya940`
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## Datasets
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### Enhancements
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- [ENH] Refactored n_instances to n_cases and series_length to n_timepoints ({pr}`1166`) {user}`Raya679`
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- [ENH] Function to write to Monash tsf style ({pr}`1146`) {user}`itsdivya1309`
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## Distances
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### Bug Fixes
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- [BUG] make metric precomputed in distances sklearn tests ({pr}`1193`) {user}`TonyBagnall`
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### Enhancements
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- [ENH] Add implementation for sbd distance (from k-Shape) ({pr}`1231`) {user}`CodeLionX`
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## Forecasting
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### Enhancements
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- [ENH] Remove use of PinballLoss object ({pr}`1175`) {user}`TonyBagnall`
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- [ENH] Purge check_is_mtype ({pr}`1160`) {user}`TonyBagnall`
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## Networks
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### Documentation
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- [DOC] Fix typo in networks._lite module ({pr}`1216`) {user}`aadya940`
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### Maintenance
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- [MNT] Remove random_state from aeon.networks module ({pr}`1222`) {user}`aadya940`
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## Regression
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### Enhancements
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- [ENH] RIST classifier and regressor ({pr}`1180`) {user}`MatthewMiddlehurst`
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- [ENH] Refactoring Deep learning classifier/clusterer/regression parameters ({pr}`1188`) {user}`itsdivya1309`
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- [ENH] Port RDST for regression ({pr}`1209`) {user}`MatthewMiddlehurst`
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- [ENH] Changes to `BaseClassifier` and `BaseRegressor` ({pr}`1200`) {user}`MatthewMiddlehurst`
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- [ENH] Add feature-based regressors ({pr}`1208`) {user}`MatthewMiddlehurst`
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- [ENH] Add MLPRegressor ({pr}`1214`) {user}`aadya940`
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### Maintenance
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- [MNT] Remove random_state from aeon.networks module ({pr}`1222`) {user}`aadya940`
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## Transformations
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### Documentation
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- [DOC] Fix typos, misspellings & capitalizations in doctrings ({pr}`1192`) {user}`nimanzik`
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### Enhancements
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- [ENH] Purge check_is_mtype ({pr}`1160`) {user}`TonyBagnall`
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- [ENH] Implement Hydra and MR-Hydra transform and classifier ({pr}`1173`) {user}`MatthewMiddlehurst`
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- [ENH] QUANT classifier and transformer ({pr}`1174`) {user}`MatthewMiddlehurst`
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- [ENH] Added rocket on gpu ({pr}`1199`) {user}`hadifawaz1999`
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### Maintenance
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- [MNT] replacing __author__ by __maintainer__ in rocket gpu new merge ({pr}`1250`) {user}`hadifawaz1999`
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## Unit Testing
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### Bug Fixes
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- [BUG] make metric precomputed in distances sklearn tests ({pr}`1193`) {user}`TonyBagnall`
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### Maintenance
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- [MNT] Force all numba functions to cache during CI runs ({pr}`1262`) {user}`chrisholder`
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## Other
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### Bug Fixes
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- [BUG] Fix registry.all_estimators() function if pytest is not installed ({pr}`1236`) {user}`CodeLionX`
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### Documentation
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- [DOC] Fix broken links in changelog.md ({pr}`1159`) {user}`baraline`
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- [DOC] Various docstring fixes ({pr}`1196`) {user}`MatthewMiddlehurst`
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- [DOC] Fix Typo in testing docs ({pr}`1215`) {user}`aadya940`
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- [DOC] Update `Contributing to aeon` webpage ({pr}`1212`) {user}`MatthewMiddlehurst`
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- [DOC] Update website developer guide ({pr}`1259`) {user}`MatthewMiddlehurst`
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- [DOC] Tidy up examples page ({pr}`1268`) {user}`MatthewMiddlehurst`
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- [DOC] Final webpage update for GSoC advertisement ({pr}`1276`) {user}`MatthewMiddlehurst`
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### Enhancements
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- [ENH] Gather definitions of abstract datatypes. ({pr}`1179`) {user}`TonyBagnall`
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### Maintenance
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- [MNT] Revert workflow images to `ubuntu-20.04` and change `pytest-xdist` config ({pr}`1162`) {user}`MatthewMiddlehurst`
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- [MNT] Numba workflow caching ({pr}`849`) {user}`chrisholder`
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- [MNT] Numba cache add OS to key ({pr}`1252`) {user}`chrisholder`
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- [MNT] Numba workflow caching for examples ({pr}`1253`) {user}`chrisholder`
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### Refactored
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- [REF] Refactoring some bits of code ({pr}`1275`) {user}`AnonymousCodes911`
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### Other
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- [ENH] Replace check_is_scitype with is_single_series and is_collection ({pr}`1190`) {user}`TonyBagnall`
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## Contributors
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The following have contributed to this release through a collective 42 GitHub Pull Requests:
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{user}`aadya940`,
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{user}`AnonymousCodes911`,
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{user}`baraline`,
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{user}`chrisholder`,
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{user}`CodeLionX`,
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{user}`hadifawaz1999`,
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{user}`itsdivya1309`,
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{user}`MatthewMiddlehurst`,
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{user}`nimanzik`,
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{user}`Raya679`,
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{user}`TonyBagnall`,
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{user}`Vedant222`
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# v0.7.0
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February 2024

‎pyproject.toml

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[project]
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name = "aeon"
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version = "0.7.0"
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version = "0.7.1"
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description = "A toolkit for conducting machine learning tasks with time series data"
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authors = [
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{name = "aeon developers", email = "[email protected]"},

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