Quantus

Latest version: v0.5.3

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0.3.3

What's Changed
* Updated contact details by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/226
* Issue 199 by dilyabareeva in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/214
* Fix minor misleading error message in Robustness metrics by dilyabareeva in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/227
* Input Invariance Metric (issue 169) by dilyabareeva in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/225
* exposed constants to user by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/228


**Full Changelog**: https://github.com/understandable-machine-intelligence-lab/Quantus/compare/v0.3.2...v0.3.3

0.3.2

What's Changed
* Added first draft of normalise_by_average_second_moment_estimate by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/197
* Use mini batch for tests by aaarrti in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/198
* TF model refactorings by aaarrti in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/209
* Feature/relative stability metric by aaarrti in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/210
* Issue 122 by dilyabareeva in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/205
* add new methods to captum and tf-explain funcs by dilyabareeva in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/206
* Fixing issue with blur_at_indices (Issue 200) by leanderweber in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/208
* Fix IROF metric - perturbation accumulation and counting the segments by p-wojciechowski in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/221

New Contributors
* p-wojciechowski made their first contribution in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/221

**Full Changelog**: https://github.com/understandable-machine-intelligence-lab/Quantus/compare/v0.3.1...v0.3.2

0.3.1

What's Changed (smaller PRs)
* Improve error message by vedal in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/185
* Default value of explain_func_kwargs cannot be unpacked. by vedal in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/184
* Added AUC calculation to Pixel-Flipping by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/189
* Docs by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/190
* 173 Fix GitHub heatmaps by aaarrti in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/188
* Validate predictions change robustness by aaarrti in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/183
* Citation fixes by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/192
* Update requirements_test.txt by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/193
* Tutorial fixes by dilyabareeva in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/194


**Full Changelog**: https://github.com/understandable-machine-intelligence-lab/Quantus/compare/v0.3.0...v0.3.1

0.3.0

What's Changed

Bigger PRs
* **Refactor `custom_preprocess()` for more robustness** by dkrako, reviewed by annahedstroem, leanderweber in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/167
- Make the implementation `custom_preprocess()` more flexible: instead of passing the complete tuple with `model, x_batch, y_batch, a_batch, s_batch, ..` we instead pass a dictionary with the variable names as keys.
* **Batched evaluation** by dkrako, reviewed by annahedstroem, leanderweber in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/168
- This PR implements the classes BatchedMetric and BatchedPerturbationMetric
- This is a rewrite of this PR: https://github.com/understandable-machine-intelligence-lab/Quantus/pull/87
- It solves the following issue: https://github.com/understandable-machine-intelligence-lab/Quantus/issues/80
- This will speed up a lot of metrics.
- Not all metrics in Quantus are yet updated with BatchedPerturbationMetric. The efforts of deploying this new construct with more metrics for efficiency gains will continue.
* **Change normalisation default, fix bug in normalise_by_negative, adapt citations, absolute imports** by leanderweber, reviewed by annahedstroem, dkrako in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/166
- Make some Updates to the readthedocs
- Update and Unify Citations in all Metrics
- Update, unify, and sort all imports
- Change all relative imports to absolute
- Rethink star imports. Specifically, restructure helpers to distinguish internal functions and functions that should be user-accessible.
- Change the normalisation_func default to normalise_by_max instead of normalise_by_negative due to the latter treating pos/neg values differently
- Target some bugs within the normalisation functions and their application
- Merge installation options rework (see PR https://github.com/understandable-machine-intelligence-lab/Quantus/pull/172)
- Updated and cleaned-up README.md file
* **Mypy: fix errors fix** by dilyabareeva, reviewed by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/171
- An in-depth look at the typing, branched from mypy-static-type-checker
- Fix errors or reject with reason

Smaller PRs
* **Installation option refactoring to be more concise** by leanderweber, reviewed by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/172
- Refactored installation options, e.g., "extras" removed, instead singular XAI libraries are targetable.
- Updated Quantus package dependencies
* **Bugfixes to Installation and Tutorials** by leanderweber, reviewed by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/176
* **Tabular data minimal example** by dilyabareeva, reviewed by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/175
- Jupyter notebook/ tutorial based on Titanic data, showing with a minimal example how to use Quantus
* **Add time series tutorial** by dkrako, reviewed by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/177
* Remove coverage>=6.2 by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/179


**Full Changelog**: https://github.com/understandable-machine-intelligence-lab/Quantus/compare/v0.2.2...v0.3.0

0.2.2

What's Changed 🚀

Bigger PRs:
* Fixes, license, readthedocs and docstrings by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/156
- Removed coverage from requirements.txt
- Finished all docstrings accordingly to numpydoc
- Included API documentation
- Configured readthedocs.org
- Added license stubs to all src files
- Added codecov badge
- Added assumptions on data applicability
- Removed * imports
* Fixes and enhancements tutorials, other fixes to tests, .gitignore and README.md by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/164
- Added ImageNet data as examples
- Tutorials clean-up and added data to assets
- Fixed all tutorials, removed colab dependency and simplified install
- Updated .gitignore
- Replaced an assert with a warning
- Moved PR template
- Cleaned up assets folder
- Removed term_color
- Updated docs, post-tutorial API docs fixes

Smaller PRs:
* 146 treatment of slices in baseline replacement by indices is wrong by leanderweber in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/148
* Require `numpy>=1.19.5` for correct version solving by vedal in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/151
* Code formatting and documentation by dilyabareeva in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/154
* bug: tensorflow is required, even if not used by vedal in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/158
* Create pull_request_template.md by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/161
* Create issue templates by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/160
* CONTRIBUTING.md by dilyabareeva in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/157
* Fixing indentation of LLE metric by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/162
* Create python-publish.yml by annahedstroem in https://github.com/understandable-machine-intelligence-lab/Quantus/pull/163


**Full Changelog**: https://github.com/understandable-machine-intelligence-lab/Quantus/compare/v0.2.1...v0.2.2

0.2.1

Minor fixes

- [Merge branch 'main' into 146-treatment-of-slices-in-baseline_replacem…](https://github.com/understandable-machine-intelligence-lab/Quantus/commit/960e94969ab46590ff8b38ceed5800f3d4dea7b9)
- [Merge pull request](https://github.com/understandable-machine-intelligence-lab/Quantus/commit/ea0c41b7b2081766b69ddb2d9b38eef8bf7d9f23)
- [Fixed bug Relevance Rank Accuracy - reversed line 140 to earlier vers…](https://github.com/understandable-machine-intelligence-lab/Quantus/commit/af98d01de5bb5a118e5f41f41c15619f7bfbdc05)


**Full Changelog**: https://github.com/understandable-machine-intelligence-lab/Quantus/compare/v0.2.0...v0.2.1

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