Update RELEASE.md and version.py for 0.41.0 Release (#321)

Author: venkat2469

RELEASE.md

@@ -1,15 +1,3 @@
-<!-- mdlint off(HEADERS_TOO_MANY_H1) -->
-
-# Current Version (Still in Development)
-
-## Major Features and Improvements
-
-## Bug Fixes and Other Changes
-
-## Breaking Changes
-
-## Deprecations
-
 # Version 0.41.0
 
 ## Major Features and Improvements
@@ -29,378 +17,3 @@
 ## Deprecations
 
 *   N/A
-
-# Version 0.40.0
-
-## Major Features and Improvements
-
-*   Allow counterfactual metrics to be calculated from predictions instead of
-    only features.
-*   Add precision and recall to the set of fairness indicators metrics.
-
-## Bug Fixes and Other Changes
-
-*   Depends on `tensorflow-data-validation>=1.9.0,<1.10.0`.
-*   Depends on `tensorflow-model-analysis>=0.40,<0.41`.
-*   Depends on `tensorflow>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,<3`.
-
-## Breaking Changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.39.0
-
-## Major Features and Improvements
-
-*   Allow counterfactual metrics to be calculated from predictions instead of
-    only features.
-*   Add precision and recall to the set of fairness indicators metrics.
-
-## Bug Fixes and Other Changes
-
-*   Depends on `tensorflow-data-validation>=1.8.0,<1.9.0`.
-*   Depends on `tensorflow-model-analysis>=0.39,<0.40`.
-*   Depends on `tensorflow>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3`.
-
-## Breaking Changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.38.0
-
-## Major Features and Improvements
-
-*   N/A
-
-## Bug Fixes and Other Changes
-
-*   Depends on `tensorflow-data-validation>=1.7.0,<1.8.0`.
-*   Depends on `tensorflow-model-analysis>=0.38,<0.39`.
-*   Depends on `tensorflow>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3`.
-
-## Breaking Changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.37.0
-
-## Major Features and Improvements
-
-*   N/A
-
-## Bug Fixes and Other Changes
-
-*  Fix Fairness Indicators UI bug with overlapping charts when comparing EvalResults
-*   Depends on `tensorflow-data-validation>=1.6.0,<1.7.0`.
-*   Depends on `tensorflow-model-analysis>=0.37,<0.38`.
-*   Depends on `tensorflow>=1.15.5,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,<3`.
-
-## Breaking Changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.36.0
-
-## Major Features and Improvements
-
-*   N/A
-
-## Bug Fixes and Other Changes
-
-*   Depends on `tensorflow-data-validation>=1.5.0,<1.6.0`.
-*   Depends on `tensorflow-model-analysis>=0.36,<0.37`.
-*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,<3`.
-
-## Breaking Changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.35.0
-
-## Major Features and Improvements
-
-*   N/A
-
-## Bug Fixes and Other Changes
-
-*   Depends on `tensorflow-data-validation>=1.4.0,<1.5.0`.
-*   Depends on `tensorflow-model-analysis>=0.35,<0.36`.
-
-## Breaking Changes
-
-*   N/A
-
-## Deprecations
-
-*   Deprecating python 3.6 support.
-
-# Version 0.34.0
-
-## Major Features and Improvements
-
-*   N/A
-
-## Bug Fixes and Other Changes
-
-*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,<3`.
-*   Depends on `tensorflow-data-validation>=1.3.0,<1.4.0`.
-*   Depends on `tensorflow-model-analysis>=0.34,<0.35`.
-
-## Breaking Changes
-
-*   Drop Py2 support.
-
-## Deprecations
-
-*   N/A
-
-# Version 0.33.0
-
-## Major Features and Improvements
-
-*   Porting Counterfactual Fairness metrics into FI UI.
-
-## Bug Fixes and Other Changes
-
-*   Improve rendering of HTML stubs for Fairness Indicators UI
-*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,<3`.
-*   Depends on `protobuf>=3.13,<4`.
-*   Depends on `tensorflow-data-validation>=1.2.0,<1.3.0`.
-*   Depends on `tensorflow-model-analysis>=0.33,<0.34`.
-
-## Breaking Changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.30.0
-
-## Major Features and Improvements
-
-*   N/A
-
-## Bug Fixes and Other Changes
-
-*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.5.*,<3`.
-*   Depends on `tensorflow-data-validation>=0.30,<0.31`.
-*   Depends on `tensorflow-model-analysis>=0.30,<0.31`.
-
-## Breaking Changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.29.0
-
-## Major Features and Improvements
-
-*   N/A
-
-## Bug Fixes and Other Changes
-
-*   Depends on `tensorflow-data-validation>=0.29,<0.30`.
-*   Depends on `tensorflow-model-analysis>=0.29,<0.30`.
-
-## Breaking Changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.28.0
-
-## Major Features and Improvements
-
-*   In Fairness Indicators UI, sort metrics list to show common metrics first
-*   For lift, support negative values in bar chart.
-*   Adding two new metrics - Flip Count and Flip Rate to evaluate Counterfactual
-    Fairness.
-*   Add Lift metrics under addons/fairness.
-*   Porting Lift metrics into FI UI.
-
-## Bug Fixes and Other Changes
-
-*   Depends on `tensorflow-data-validation>=0.28,<0.29`.
-*   Depends on `tensorflow-model-analysis>=0.28,<0.29`.
-
-## Breaking Changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.27.0
-
-## Major Features and Improvements
-
-*   N/A
-
-## Bug fixes and other changes
-
-*   Added test cases for DLVM testing.
-*   Move the util files to a seperate folder.
-*   Add `tensorflow-hub` as a dependency because it's used inside the
-    example_model.py.
-*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,<3`.
-*   Depends on `tensorflow-data-validation>=0.27,<0.28`.
-*   Depends on `tensorflow-model-analysis>=0.27,<0.28`.
-
-## Breaking changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.26.0
-
-## Major Features and Improvements
-
-*   Sorting fairness metrics table rows to keep slices in order with slice drop
-    down in the UI.
-
-## Bug fixes and other changes
-
-*   Update fairness_indicators.documentation.examples.util to TensorFlow 2.0.
-*   Table now displays 3 decimal places instead of 2.
-*   Fix the bug that metric list won't refresh if the input eval result changed.
-*   Remove d3-tip dependency.
-*   Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,!=2.4.*,<3`.
-*   Depends on `tensorflow-data-validation>=0.26,<0.27`.
-*   Depends on `tensorflow-model-analysis>=0.26,<0.27`.
-
-## Breaking changes
-
-*   N/A
-
-## Deprecations
-
-*   N/A
-
-# Version 0.25.0
-
-## Major Features and Improvements
-
-*   Add workflow buttons to Fairness Indicators UI, providing tutorial on how to
-    configure metrics and parameters, and how to interpret the results.
-*   Add metric definitions as tooltips in the metric selector UI
-*   Removing prefix from metric names in graph titles in UI.
-*   From this release Fairness Indicators will also be hosting nightly packages
-    on https://pypi-nightly.tensorflow.org. To install the nightly package use
-    the following command:
-
-    ```
-    pip install --extra-index-url https://pypi-nightly.tensorflow.org/simple fairness-indicators
-    ```
-
-    Note: These nightly packages are unstable and breakages are likely to
-    happen. The fix could often take a week or more depending on the complexity
-    involved for the wheels to be available on the PyPI cloud service. You can
-    always use the stable version of Fairness Indicators available on PyPI by
-    running the command `pip install fairness-indicators` .
-
-## Bug fixes and other changes
-
-*   Update table colors.
-*   Modify privacy note in Fairness Indicators UI.
-*   Depends on `tensorflow-data-validation>=0.25,<0.26`.
-*   Depends on `tensorflow-model-analysis>=0.25,<0.26`.
-
-## Breaking changes
-
-* N/A
-
-## Deprecations
-
-* N/A
-
-# Version 0.24.0
-
-## Major Features and Improvements
-
-*   Made the Fairness Indicators UI thresholds drop down list sorted.
-
-## Bug fixes and other changes
-
-*   Fix in the issue where the Sort menu is not hidden when there is no model
-    comparison.
-*   Depends on `tensorflow-data-validation>=0.24,<0.25`.
-*   Depends on `tensorflow-model-analysis>=0.24,<0.25`.
-
-## Breaking changes
-
-* N/A
-
-## Deprecations
-
-*   Deprecated Py3.5 support.
-
-# Version 0.23.1
-
-## Major Features and Improvements
-
-* N/A
-
-## Bug fixes and other changes
-
-*  Fix broken import path in Fairness_Indicators_Example_Colab and Fairness_Indicators_on_TF_Hub_Text_Embeddings.
-
-## Breaking changes
-
-* N/A
-
-## Deprecations
-
-* N/A
-
-# Version 0.23.0
-
-## Major Features and Improvements
-
-* N/A
-
-## Bug fixes and other changes
-
-*  Depends on `tensorflow>=1.15.2,!=2.0.*,!=2.1.*,!=2.2.*,<3`.
-*  Depends on `tensorflow-data-validation>=0.23,<0.24`.
-*  Depends on `tensorflow-model-analysis>=0.23,<0.24`.
-
-## Breaking changes
-
-* N/A
-
-## Deprecations
-
-*  Deprecating Py2 support.
-*  Note: We plan to drop py3.5 support in the next release.