Zennit

What's Changed
* Fix `f-string` in an errror message by p16i in https://github.com/chr5tphr/zennit/pull/158
* Example: Add InputXGrad to feed_forward.py by chr5tphr in https://github.com/chr5tphr/zennit/pull/163
* Docstring: Canonizer: Fix wrong reST by chr5tphr in https://github.com/chr5tphr/zennit/pull/162
* Tests: Fix SmoothGrad variance check by chr5tphr in https://github.com/chr5tphr/zennit/pull/161
* Core: Second Order Gradients by chr5tphr in https://github.com/chr5tphr/zennit/pull/159
* Docstring/Docs: Fix various typos by chr5tphr in https://github.com/chr5tphr/zennit/pull/166
* Composite: fix passing of beta_smooth value by annahdo in https://github.com/chr5tphr/zennit/pull/173
* CI: Fix flake8 update: 3-digit error codes by chr5tphr in https://github.com/chr5tphr/zennit/pull/175
* Docs: Gradient.forward() input not optional by sltzgs in https://github.com/chr5tphr/zennit/pull/174
* MixedComposite and NameLayerMapComposite for combining arbitrary Composites by dkrako in https://github.com/chr5tphr/zennit/pull/160
* Style: Update PyLint config, add suggestions by chr5tphr in https://github.com/chr5tphr/zennit/pull/179
* Docs: Expand How-To on MixedComposite by chr5tphr in https://github.com/chr5tphr/zennit/pull/178
* Tests: add partial_name_map_composite fixture by chr5tphr in https://github.com/chr5tphr/zennit/pull/177

New Contributors
* p16i made their first contribution in https://github.com/chr5tphr/zennit/pull/158
* annahdo made their first contribution in https://github.com/chr5tphr/zennit/pull/173
* sltzgs made their first contribution in https://github.com/chr5tphr/zennit/pull/174

**Full Changelog**: https://github.com/chr5tphr/zennit/compare/0.5.0...0.5.1

What's Changed
* Composites/Rules: Zero Bias Option by chr5tphr in https://github.com/chr5tphr/zennit/pull/144
* Composites: Cooperative LayerMapComposite by chr5tphr in https://github.com/chr5tphr/zennit/pull/146
* Docs: Clarify "ignore bias" in Composite How-To by jackmcrider in https://github.com/chr5tphr/zennit/pull/151
* Tests: Fix norm incompatibility >= torch 1.12.0 by chr5tphr in https://github.com/chr5tphr/zennit/pull/155
* Core/Rules: ParamMod and Generalized Gamma Rule by chr5tphr in https://github.com/chr5tphr/zennit/pull/152
* Core/Rules: Better/Exposed Stabilizer by chr5tphr in https://github.com/chr5tphr/zennit/pull/153
* Docs: Better image classification tutorial by chr5tphr in https://github.com/chr5tphr/zennit/pull/145

New Contributors
* jackmcrider made their first contribution in https://github.com/chr5tphr/zennit/pull/151

**Full Changelog**: https://github.com/chr5tphr/zennit/compare/0.4.7...0.5.0

What's Changed
* Tests: Registration of Composites by chr5tphr in https://github.com/chr5tphr/zennit/pull/115
* Packaging: Move to src-layout and extras_require by chr5tphr in https://github.com/chr5tphr/zennit/pull/116
* Occlusion: No multiply attr_output_fn with output by chr5tphr in https://github.com/chr5tphr/zennit/pull/117
* Occlusion: Type-check both window and stride by chr5tphr in https://github.com/chr5tphr/zennit/pull/118
* Tests: Added tests for Attributors by chr5tphr in https://github.com/chr5tphr/zennit/pull/119
* Cmap: Precise uint8 palettes by chr5tphr in https://github.com/chr5tphr/zennit/pull/120
* CMap: Source property fix and remove branching by chr5tphr in https://github.com/chr5tphr/zennit/pull/121
* Tests: cmap.py ColorMap and LazyColorMapCache by chr5tphr in https://github.com/chr5tphr/zennit/pull/122
* Image: Remove useless try-except by chr5tphr in https://github.com/chr5tphr/zennit/pull/123
* Tests: zennit.image by chr5tphr in https://github.com/chr5tphr/zennit/pull/124
* Tests: zennit.torchvision by chr5tphr in https://github.com/chr5tphr/zennit/pull/126
* Tests: Add helper module and complete Canonizer tests by chr5tphr in https://github.com/chr5tphr/zennit/pull/127
* Tests: Test AlphaBeta invalid values by chr5tphr in https://github.com/chr5tphr/zennit/pull/128
* Tests: Test zennit.core by chr5tphr in https://github.com/chr5tphr/zennit/pull/129
* Fix escaping issue with older Bash versions by darp in https://github.com/chr5tphr/zennit/pull/130
* Docs: How-To: Write custom rules by chr5tphr in https://github.com/chr5tphr/zennit/pull/131
* Docs: How-To: Write custom attributors by chr5tphr in https://github.com/chr5tphr/zennit/pull/132
* Actions: Added pandoc install to docs by chr5tphr in https://github.com/chr5tphr/zennit/pull/134
* Docs: Tutorial: Image Classification VGG by chr5tphr in https://github.com/chr5tphr/zennit/pull/133
* Add GPU support for occlusion attributor. by HeinrichAD in https://github.com/chr5tphr/zennit/pull/135
* How-To: Custom Rules usage code and fix by chr5tphr in https://github.com/chr5tphr/zennit/pull/136
* Docs: Switch to MathJAX by chr5tphr in https://github.com/chr5tphr/zennit/pull/137
* Pylint: Update to support pylint 2.14.0 by chr5tphr in https://github.com/chr5tphr/zennit/pull/139
* Package: Import all modules in zennit/__init__.py by chr5tphr in https://github.com/chr5tphr/zennit/pull/140
* README: Remove Example Script, add CONTRIBUTING.md by chr5tphr in https://github.com/chr5tphr/zennit/pull/143
* add rule-parameters to composites which include epsilon/gamma/alphabeta rule. by dkrako in https://github.com/chr5tphr/zennit/pull/138

New Contributors
* darp made their first contribution in https://github.com/chr5tphr/zennit/pull/130
* HeinrichAD made their first contribution in https://github.com/chr5tphr/zennit/pull/135
* dkrako made their first contribution in https://github.com/chr5tphr/zennit/pull/138

**Full Changelog**: https://github.com/chr5tphr/zennit/compare/0.4.6...0.4.7

What's Changed
* Docs: How-To Get Intermediate Relevance by chr5tphr in https://github.com/chr5tphr/zennit/pull/106
* Docs: How-To for Custom Composites by chr5tphr in https://github.com/chr5tphr/zennit/pull/108
* Tox: add {posargs} to environments docs and flake8 by chr5tphr in https://github.com/chr5tphr/zennit/pull/109
* Docs: Bibliography by chr5tphr in https://github.com/chr5tphr/zennit/pull/110
* Core: Allow Empty Composite by chr5tphr in https://github.com/chr5tphr/zennit/pull/111
* Docs: How-To: Write Custom Canonizers by chr5tphr in https://github.com/chr5tphr/zennit/pull/112
* Move RTD-config to .readthedocs.yaml by chr5tphr in https://github.com/chr5tphr/zennit/pull/113
* README: Update, better usage, relative links by chr5tphr in https://github.com/chr5tphr/zennit/pull/114


**Full Changelog**: https://github.com/chr5tphr/zennit/compare/0.4.5...0.4.6

What's Changed
* Docs: Clarification for the shift in stabilize by chr5tphr in https://github.com/chr5tphr/zennit/pull/90
* Make test fixtures more light-weight and thorough by chr5tphr in https://github.com/chr5tphr/zennit/pull/91
* Updated test environment with tox by chr5tphr in https://github.com/chr5tphr/zennit/pull/92
* Update pylintrc and introduce style fixes by chr5tphr in https://github.com/chr5tphr/zennit/pull/94
* Reverted overly ambitous "fix" for ColorMap by chr5tphr in https://github.com/chr5tphr/zennit/pull/95
* Docs: Fix missing files by chr5tphr in https://github.com/chr5tphr/zennit/pull/96
* Fix build path for docs in tox.ini by chr5tphr in https://github.com/chr5tphr/zennit/pull/97
* Add docstring for ColorMap.source setter by chr5tphr in https://github.com/chr5tphr/zennit/pull/98
* Remove Attributes numpydoc in ColorMap by chr5tphr in https://github.com/chr5tphr/zennit/pull/99
* Added Github Actions workflow by chr5tphr in https://github.com/chr5tphr/zennit/pull/93
* Fix ZPlus gradient_mapper for negative inputs by chr5tphr in https://github.com/chr5tphr/zennit/pull/100
* Expand low/high in ZBox to improve usability by chr5tphr in https://github.com/chr5tphr/zennit/pull/101
* Set bias to zero in flat rule by chr5tphr in https://github.com/chr5tphr/zennit/pull/102
* Added names (ids) to fixtures by chr5tphr in https://github.com/chr5tphr/zennit/pull/103
* Added Tests for linear layer rules by chr5tphr in https://github.com/chr5tphr/zennit/pull/104
* Test Simple Module Rules by chr5tphr in https://github.com/chr5tphr/zennit/pull/105


**Full Changelog**: https://github.com/chr5tphr/zennit/compare/0.4.4...0.4.5

What's Changed
* Docs: Use modified_model in Composites example by rodrigobdz in https://github.com/chr5tphr/zennit/pull/64
* Readme: Fix typo 'exerpt' by rodrigobdz in https://github.com/chr5tphr/zennit/pull/65
* Core: Fix typo 'existance' by rodrigobdz in https://github.com/chr5tphr/zennit/pull/66
* Composites: Fix typo 'occurence' by rodrigobdz in https://github.com/chr5tphr/zennit/pull/67
* Readme: Correct order of comments describing vars by rodrigobdz in https://github.com/chr5tphr/zennit/pull/68
* Fixtures for linear modules, test MergeBatchNorm by chr5tphr in https://github.com/chr5tphr/zennit/pull/69
* Added new abstract types concerning Convolution by chr5tphr in https://github.com/chr5tphr/zennit/pull/70
* Fix MergeBatchNorm for all Convolutions by chr5tphr in https://github.com/chr5tphr/zennit/pull/71
* Docs: Clarification about requirements Modules/ Canonizers by chr5tphr in https://github.com/chr5tphr/zennit/pull/72
* Fixed flipped seismic cmap by chr5tphr in https://github.com/chr5tphr/zennit/pull/73
* Example: Fix typo 'orignal' by rodrigobdz in https://github.com/chr5tphr/zennit/pull/74
* Attribution: Fix typos 'convien[i]ence' by rodrigobdz in https://github.com/chr5tphr/zennit/pull/75
* How-to for Rules, Composites and Canonizers by chr5tphr in https://github.com/chr5tphr/zennit/pull/78
* Fixed code examples for How-To/Composites by chr5tphr in https://github.com/chr5tphr/zennit/pull/79
* Fix: Occlusion stride resolve by chr5tphr in https://github.com/chr5tphr/zennit/pull/80
* Assume batch-dimension in window for occlusion by chr5tphr in https://github.com/chr5tphr/zennit/pull/81
* Docs: Added How-To for using Attributors by chr5tphr in https://github.com/chr5tphr/zennit/pull/82
* Norm-mode for imgify and imsave by chr5tphr in https://github.com/chr5tphr/zennit/pull/83
* Added `grid` function to `imgify` by chr5tphr in https://github.com/chr5tphr/zennit/pull/84
* Compute norm bounds instead of directly applying by chr5tphr in https://github.com/chr5tphr/zennit/pull/85
* Remove norm mode 'absolute', make symmetric flag by chr5tphr in https://github.com/chr5tphr/zennit/pull/86
* Allow single-digit index for CMSL by chr5tphr in https://github.com/chr5tphr/zennit/pull/87
* Cast vmin and vmax to ndarray in imgify by chr5tphr in https://github.com/chr5tphr/zennit/pull/88
* How-To for Visualization of Results by chr5tphr in https://github.com/chr5tphr/zennit/pull/89

New Contributors
* rodrigobdz made their first contribution in https://github.com/chr5tphr/zennit/pull/64

**Full Changelog**: https://github.com/chr5tphr/zennit/compare/0.4.3...0.4.4